{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "83b0ed66-cc0a-4af9-853c-8de42f77394e",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 作业要求\n",
    "\n",
    "1. 分别读取4个城市的二手数据（bj.csv、sh.csv、gz.csv和sz.csv），将将其归档到同一个DataFrame中。\n",
    "2. 计算车辆的使用年份和保值率，并在DataFrame新增对应的字段存储数据。\n",
    "    1. 使用年份=当前时间-购买时间\n",
    "    2. 保值率=二手车价格 / 新车价格\n",
    "3. 绘制使用年份与保值率的散点图，观察并简单分析其分布特征。\n",
    "4. 绘制行驶距离与保值率的散点图，观察并简单分析其分布特征。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1022a8af-68d4-4f60-9908-a12e8c1f391d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:05.256499Z",
     "iopub.status.busy": "2022-07-13T03:59:05.256072Z",
     "iopub.status.idle": "2022-07-13T03:59:06.337946Z",
     "shell.execute_reply": "2022-07-13T03:59:06.336910Z",
     "shell.execute_reply.started": "2022-07-13T03:59:05.256424Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import datetime\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6fb59e8-eb3a-4ce0-8acf-f5442586c1be",
   "metadata": {},
   "source": [
    "## 一、读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a06e9a7d-9175-4af3-bd4a-eb8189aa96bf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:09.938276Z",
     "iopub.status.busy": "2022-07-13T03:59:09.937874Z",
     "iopub.status.idle": "2022-07-13T03:59:09.972477Z",
     "shell.execute_reply": "2022-07-13T03:59:09.971729Z",
     "shell.execute_reply.started": "2022-07-13T03:59:09.938249Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>brand</th>\n",
       "      <th>buy_time</th>\n",
       "      <th>km</th>\n",
       "      <th>speedbox</th>\n",
       "      <th>displacement</th>\n",
       "      <th>es_price</th>\n",
       "      <th>new_price</th>\n",
       "      <th>city</th>\n",
       "      <th>year_type</th>\n",
       "      <th>level</th>\n",
       "      <th>suv</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>fuel</th>\n",
       "      <th>length</th>\n",
       "      <th>width</th>\n",
       "      <th>height</th>\n",
       "      <th>owners</th>\n",
       "      <th>drive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>大众 宝来 2014款 1.6L 自动时尚型</td>\n",
       "      <td>一汽-大众</td>\n",
       "      <td>2014-08</td>\n",
       "      <td>3.82</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.6L</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>2014款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>105马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4523</td>\n",
       "      <td>1775</td>\n",
       "      <td>1467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>福特 福睿斯 2015款 1.5L 自动时尚型</td>\n",
       "      <td>长安福特</td>\n",
       "      <td>2015-12</td>\n",
       "      <td>2.35</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.5L</td>\n",
       "      <td>7.8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>2015款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>113马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4587</td>\n",
       "      <td>1825</td>\n",
       "      <td>1490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>大众 速腾 2012款 1.6L 自动舒适型</td>\n",
       "      <td>一汽-大众</td>\n",
       "      <td>2012-05</td>\n",
       "      <td>6.67</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.6L</td>\n",
       "      <td>7.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>北京</td>\n",
       "      <td>2012款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>105马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4644</td>\n",
       "      <td>1778</td>\n",
       "      <td>1482</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>奔驰C级 2011款 C 200 CGI 时尚型</td>\n",
       "      <td>北京奔驰</td>\n",
       "      <td>2013-01</td>\n",
       "      <td>11.83</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.8T</td>\n",
       "      <td>15.0</td>\n",
       "      <td>42.1</td>\n",
       "      <td>北京</td>\n",
       "      <td>2011款</td>\n",
       "      <td>中型</td>\n",
       "      <td>0</td>\n",
       "      <td>184马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4591</td>\n",
       "      <td>1770</td>\n",
       "      <td>1444</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置后驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>大众 帕萨特 2013款 2.0TSI DSG御尊版</td>\n",
       "      <td>上汽大众</td>\n",
       "      <td>2013-11</td>\n",
       "      <td>8.95</td>\n",
       "      <td>自动</td>\n",
       "      <td>2.0T</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>北京</td>\n",
       "      <td>2013款</td>\n",
       "      <td>中型</td>\n",
       "      <td>0</td>\n",
       "      <td>200马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4870</td>\n",
       "      <td>1834</td>\n",
       "      <td>1472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        title  brand buy_time     km speedbox displacement  \\\n",
       "0      大众 宝来 2014款 1.6L 自动时尚型  一汽-大众  2014-08   3.82       自动         1.6L   \n",
       "1     福特 福睿斯 2015款 1.5L 自动时尚型   长安福特  2015-12   2.35       自动         1.5L   \n",
       "2      大众 速腾 2012款 1.6L 自动舒适型  一汽-大众  2012-05   6.67       自动         1.6L   \n",
       "3    奔驰C级 2011款 C 200 CGI 时尚型   北京奔驰  2013-01  11.83       自动         1.8T   \n",
       "4  大众 帕萨特 2013款 2.0TSI DSG御尊版   上汽大众  2013-11   8.95       自动         2.0T   \n",
       "\n",
       "   es_price  new_price city year_type level  suv horsepower fuel  length  \\\n",
       "0       8.0       13.0   北京     2014款   紧凑型    0      105马力   汽油    4523   \n",
       "1       7.8       13.0   北京     2015款   紧凑型    0      113马力   汽油    4587   \n",
       "2       7.0       16.4   北京     2012款   紧凑型    0      105马力   汽油    4644   \n",
       "3      15.0       42.1   北京     2011款    中型    0      184马力   汽油    4591   \n",
       "4      13.0       27.7   北京     2013款    中型    0      200马力   汽油    4870   \n",
       "\n",
       "   width  height  owners drive  \n",
       "0   1775    1467     NaN  前置前驱  \n",
       "1   1825    1490     NaN  前置前驱  \n",
       "2   1778    1482     NaN  前置前驱  \n",
       "3   1770    1444     NaN  前置后驱  \n",
       "4   1834    1472     NaN  前置前驱  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bj = pd.read_csv(r\"bj.csv\")\n",
    "bj.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e3f6f20f-5251-4535-a53b-4fa2967d0be0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:10.976006Z",
     "iopub.status.busy": "2022-07-13T03:59:10.975686Z",
     "iopub.status.idle": "2022-07-13T03:59:11.000964Z",
     "shell.execute_reply": "2022-07-13T03:59:11.000251Z",
     "shell.execute_reply.started": "2022-07-13T03:59:10.975979Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>brand</th>\n",
       "      <th>buy_time</th>\n",
       "      <th>km</th>\n",
       "      <th>speedbox</th>\n",
       "      <th>displacement</th>\n",
       "      <th>es_price</th>\n",
       "      <th>new_price</th>\n",
       "      <th>city</th>\n",
       "      <th>year_type</th>\n",
       "      <th>level</th>\n",
       "      <th>suv</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>fuel</th>\n",
       "      <th>length</th>\n",
       "      <th>width</th>\n",
       "      <th>height</th>\n",
       "      <th>owners</th>\n",
       "      <th>drive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>本田 奥德赛 2015款 2.4L 智享版</td>\n",
       "      <td>广汽本田</td>\n",
       "      <td>2015-09</td>\n",
       "      <td>4.69</td>\n",
       "      <td>自动</td>\n",
       "      <td>2.4L</td>\n",
       "      <td>25.00</td>\n",
       "      <td>29.0</td>\n",
       "      <td>上海</td>\n",
       "      <td>2015款</td>\n",
       "      <td>MPV</td>\n",
       "      <td>0</td>\n",
       "      <td>186马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4830</td>\n",
       "      <td>1805</td>\n",
       "      <td>1695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>大众 途观 2013款 1.8TSI 自动两驱豪华型</td>\n",
       "      <td>上汽大众</td>\n",
       "      <td>2013-12</td>\n",
       "      <td>9.47</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.8T</td>\n",
       "      <td>13.00</td>\n",
       "      <td>28.2</td>\n",
       "      <td>上海</td>\n",
       "      <td>2013款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>1</td>\n",
       "      <td>160马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4506</td>\n",
       "      <td>1809</td>\n",
       "      <td>1685</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>斯柯达 晶锐 2015款 1.6L 自动创行版</td>\n",
       "      <td>上汽斯柯达</td>\n",
       "      <td>2016-06</td>\n",
       "      <td>3.07</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.6L</td>\n",
       "      <td>6.00</td>\n",
       "      <td>10.3</td>\n",
       "      <td>上海</td>\n",
       "      <td>2015款</td>\n",
       "      <td>小型</td>\n",
       "      <td>0</td>\n",
       "      <td>110马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>3993</td>\n",
       "      <td>1732</td>\n",
       "      <td>1487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>奔驰E级 2011款 E 300 L 优雅型</td>\n",
       "      <td>北京奔驰</td>\n",
       "      <td>2012-02</td>\n",
       "      <td>2.17</td>\n",
       "      <td>自动</td>\n",
       "      <td>3.0L</td>\n",
       "      <td>21.00</td>\n",
       "      <td>64.7</td>\n",
       "      <td>上海</td>\n",
       "      <td>2011款</td>\n",
       "      <td>中大型</td>\n",
       "      <td>0</td>\n",
       "      <td>245马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>5012</td>\n",
       "      <td>1855</td>\n",
       "      <td>1464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置后驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>本田 凌派 2013款 1.8L 手动舒适版</td>\n",
       "      <td>广汽本田</td>\n",
       "      <td>2014-07</td>\n",
       "      <td>7.47</td>\n",
       "      <td>手动</td>\n",
       "      <td>1.8L</td>\n",
       "      <td>6.38</td>\n",
       "      <td>12.5</td>\n",
       "      <td>上海</td>\n",
       "      <td>2013款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>139马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4650</td>\n",
       "      <td>1750</td>\n",
       "      <td>1505</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        title  brand buy_time    km speedbox displacement  \\\n",
       "0       本田 奥德赛 2015款 2.4L 智享版   广汽本田  2015-09  4.69       自动         2.4L   \n",
       "1  大众 途观 2013款 1.8TSI 自动两驱豪华型   上汽大众  2013-12  9.47       自动         1.8T   \n",
       "2     斯柯达 晶锐 2015款 1.6L 自动创行版  上汽斯柯达  2016-06  3.07       自动         1.6L   \n",
       "3      奔驰E级 2011款 E 300 L 优雅型   北京奔驰  2012-02  2.17       自动         3.0L   \n",
       "4      本田 凌派 2013款 1.8L 手动舒适版   广汽本田  2014-07  7.47       手动         1.8L   \n",
       "\n",
       "   es_price  new_price city year_type level  suv horsepower fuel  length  \\\n",
       "0     25.00       29.0   上海     2015款   MPV    0      186马力   汽油    4830   \n",
       "1     13.00       28.2   上海     2013款   紧凑型    1      160马力   汽油    4506   \n",
       "2      6.00       10.3   上海     2015款    小型    0      110马力   汽油    3993   \n",
       "3     21.00       64.7   上海     2011款   中大型    0      245马力   汽油    5012   \n",
       "4      6.38       12.5   上海     2013款   紧凑型    0      139马力   汽油    4650   \n",
       "\n",
       "   width  height  owners drive  \n",
       "0   1805    1695     NaN  前置前驱  \n",
       "1   1809    1685     NaN  前置前驱  \n",
       "2   1732    1487     NaN  前置前驱  \n",
       "3   1855    1464     NaN  前置后驱  \n",
       "4   1750    1505     NaN  前置前驱  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh = pd.read_csv(r\"sh.csv\")\n",
    "sh.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3a89b0c5-ab17-4412-88b5-f7b51998b562",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:12.210420Z",
     "iopub.status.busy": "2022-07-13T03:59:12.210104Z",
     "iopub.status.idle": "2022-07-13T03:59:12.236137Z",
     "shell.execute_reply": "2022-07-13T03:59:12.235427Z",
     "shell.execute_reply.started": "2022-07-13T03:59:12.210394Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>brand</th>\n",
       "      <th>buy_time</th>\n",
       "      <th>km</th>\n",
       "      <th>speedbox</th>\n",
       "      <th>displacement</th>\n",
       "      <th>es_price</th>\n",
       "      <th>new_price</th>\n",
       "      <th>city</th>\n",
       "      <th>year_type</th>\n",
       "      <th>level</th>\n",
       "      <th>suv</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>fuel</th>\n",
       "      <th>length</th>\n",
       "      <th>width</th>\n",
       "      <th>height</th>\n",
       "      <th>owners</th>\n",
       "      <th>drive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>别克 君威 2015款 1.6T 领先技术型</td>\n",
       "      <td>上汽通用别克</td>\n",
       "      <td>2016-10</td>\n",
       "      <td>2.60</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.6T</td>\n",
       "      <td>12.00</td>\n",
       "      <td>20.6</td>\n",
       "      <td>广州</td>\n",
       "      <td>2015款</td>\n",
       "      <td>中型</td>\n",
       "      <td>0</td>\n",
       "      <td>184马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4843</td>\n",
       "      <td>1856</td>\n",
       "      <td>1484</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>奔腾X80 2013款 2.0L 自动舒适型</td>\n",
       "      <td>一汽奔腾</td>\n",
       "      <td>2013-07</td>\n",
       "      <td>5.84</td>\n",
       "      <td>自动</td>\n",
       "      <td>2.0L</td>\n",
       "      <td>5.32</td>\n",
       "      <td>14.5</td>\n",
       "      <td>广州</td>\n",
       "      <td>2013款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>1</td>\n",
       "      <td>147马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4586</td>\n",
       "      <td>1820</td>\n",
       "      <td>1695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>日产 轩逸 2012款 1.8XL CVT豪华版</td>\n",
       "      <td>东风日产</td>\n",
       "      <td>2014-05</td>\n",
       "      <td>5.82</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.8L</td>\n",
       "      <td>8.50</td>\n",
       "      <td>16.3</td>\n",
       "      <td>广州</td>\n",
       "      <td>2012款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>139马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4610</td>\n",
       "      <td>1760</td>\n",
       "      <td>1495</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>丰田 雷凌 2014款 1.6G CVT精英版</td>\n",
       "      <td>广汽丰田</td>\n",
       "      <td>2015-11</td>\n",
       "      <td>4.47</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.6L</td>\n",
       "      <td>8.50</td>\n",
       "      <td>13.5</td>\n",
       "      <td>广州</td>\n",
       "      <td>2014款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>122马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4630</td>\n",
       "      <td>1775</td>\n",
       "      <td>1480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>日产 轩逸 2012款 经典 1.6XE 手动舒适版</td>\n",
       "      <td>东风日产</td>\n",
       "      <td>2014-08</td>\n",
       "      <td>9.48</td>\n",
       "      <td>手动</td>\n",
       "      <td>1.6L</td>\n",
       "      <td>5.50</td>\n",
       "      <td>10.8</td>\n",
       "      <td>广州</td>\n",
       "      <td>2012款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>117马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4665</td>\n",
       "      <td>1700</td>\n",
       "      <td>1505</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        title   brand buy_time    km speedbox displacement  \\\n",
       "0      别克 君威 2015款 1.6T 领先技术型  上汽通用别克  2016-10  2.60       自动         1.6T   \n",
       "1      奔腾X80 2013款 2.0L 自动舒适型    一汽奔腾  2013-07  5.84       自动         2.0L   \n",
       "2    日产 轩逸 2012款 1.8XL CVT豪华版    东风日产  2014-05  5.82       自动         1.8L   \n",
       "3     丰田 雷凌 2014款 1.6G CVT精英版    广汽丰田  2015-11  4.47       自动         1.6L   \n",
       "4  日产 轩逸 2012款 经典 1.6XE 手动舒适版    东风日产  2014-08  9.48       手动         1.6L   \n",
       "\n",
       "   es_price  new_price city year_type level  suv horsepower fuel  length  \\\n",
       "0     12.00       20.6   广州     2015款    中型    0      184马力   汽油    4843   \n",
       "1      5.32       14.5   广州     2013款   紧凑型    1      147马力   汽油    4586   \n",
       "2      8.50       16.3   广州     2012款   紧凑型    0      139马力   汽油    4610   \n",
       "3      8.50       13.5   广州     2014款   紧凑型    0      122马力   汽油    4630   \n",
       "4      5.50       10.8   广州     2012款   紧凑型    0      117马力   汽油    4665   \n",
       "\n",
       "   width  height  owners drive  \n",
       "0   1856    1484     NaN  前置前驱  \n",
       "1   1820    1695     NaN  前置前驱  \n",
       "2   1760    1495     NaN  前置前驱  \n",
       "3   1775    1480     NaN  前置前驱  \n",
       "4   1700    1505     NaN  前置前驱  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gz = pd.read_csv(r\"gz.csv\")\n",
    "gz.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "793ad573-8a10-4946-b409-809095826932",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:15.157567Z",
     "iopub.status.busy": "2022-07-13T03:59:15.157249Z",
     "iopub.status.idle": "2022-07-13T03:59:15.181017Z",
     "shell.execute_reply": "2022-07-13T03:59:15.180265Z",
     "shell.execute_reply.started": "2022-07-13T03:59:15.157541Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>brand</th>\n",
       "      <th>buy_time</th>\n",
       "      <th>km</th>\n",
       "      <th>speedbox</th>\n",
       "      <th>displacement</th>\n",
       "      <th>es_price</th>\n",
       "      <th>new_price</th>\n",
       "      <th>city</th>\n",
       "      <th>year_type</th>\n",
       "      <th>level</th>\n",
       "      <th>suv</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>fuel</th>\n",
       "      <th>length</th>\n",
       "      <th>width</th>\n",
       "      <th>height</th>\n",
       "      <th>owners</th>\n",
       "      <th>drive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>传祺GS4 2015款 200T G-DCT豪华版</td>\n",
       "      <td>广汽乘用车</td>\n",
       "      <td>2015-07</td>\n",
       "      <td>5.79</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.3T</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.8</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2015款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>1</td>\n",
       "      <td>137马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4510</td>\n",
       "      <td>1852</td>\n",
       "      <td>1708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>宝马X1 2018款 sDrive20Li 领先型</td>\n",
       "      <td>华晨宝马</td>\n",
       "      <td>2018-02</td>\n",
       "      <td>1.54</td>\n",
       "      <td>自动</td>\n",
       "      <td>2.0T</td>\n",
       "      <td>25.0</td>\n",
       "      <td>34.4</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2018款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>1</td>\n",
       "      <td>192马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4565</td>\n",
       "      <td>1821</td>\n",
       "      <td>1624</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>长安CS75 2016款 1.5T 手动锋尚型</td>\n",
       "      <td>长安汽车</td>\n",
       "      <td>2016-12</td>\n",
       "      <td>2.95</td>\n",
       "      <td>手动</td>\n",
       "      <td>1.5T</td>\n",
       "      <td>6.6</td>\n",
       "      <td>11.1</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2016款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>1</td>\n",
       "      <td>170马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4650</td>\n",
       "      <td>1850</td>\n",
       "      <td>1705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>本田 缤智 2015款 1.5L CVT两驱舒适型</td>\n",
       "      <td>广汽本田</td>\n",
       "      <td>2016-09</td>\n",
       "      <td>2.77</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.5L</td>\n",
       "      <td>11.0</td>\n",
       "      <td>14.8</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2015款</td>\n",
       "      <td>小型</td>\n",
       "      <td>1</td>\n",
       "      <td>131马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4294</td>\n",
       "      <td>1772</td>\n",
       "      <td>1605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>本田 飞度 2014款 1.5L EXLI CVT领先型</td>\n",
       "      <td>广汽本田</td>\n",
       "      <td>2017-02</td>\n",
       "      <td>1.72</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.5L</td>\n",
       "      <td>9.3</td>\n",
       "      <td>12.2</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2014款</td>\n",
       "      <td>小型</td>\n",
       "      <td>0</td>\n",
       "      <td>131马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4065</td>\n",
       "      <td>1695</td>\n",
       "      <td>1525</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          title  brand buy_time    km speedbox displacement  \\\n",
       "0     传祺GS4 2015款 200T G-DCT豪华版  广汽乘用车  2015-07  5.79       自动         1.3T   \n",
       "1     宝马X1 2018款 sDrive20Li 领先型   华晨宝马  2018-02  1.54       自动         2.0T   \n",
       "2       长安CS75 2016款 1.5T 手动锋尚型   长安汽车  2016-12  2.95       手动         1.5T   \n",
       "3     本田 缤智 2015款 1.5L CVT两驱舒适型   广汽本田  2016-09  2.77       自动         1.5L   \n",
       "4  本田 飞度 2014款 1.5L EXLI CVT领先型   广汽本田  2017-02  1.72       自动         1.5L   \n",
       "\n",
       "   es_price  new_price city year_type level  suv horsepower fuel  length  \\\n",
       "0       8.0       14.8   深圳     2015款   紧凑型    1      137马力   汽油    4510   \n",
       "1      25.0       34.4   深圳     2018款   紧凑型    1      192马力   汽油    4565   \n",
       "2       6.6       11.1   深圳     2016款   紧凑型    1      170马力   汽油    4650   \n",
       "3      11.0       14.8   深圳     2015款    小型    1      131马力   汽油    4294   \n",
       "4       9.3       12.2   深圳     2014款    小型    0      131马力   汽油    4065   \n",
       "\n",
       "   width  height  owners drive  \n",
       "0   1852    1708     NaN  前置前驱  \n",
       "1   1821    1624     NaN  前置前驱  \n",
       "2   1850    1705     NaN  前置前驱  \n",
       "3   1772    1605     NaN  前置前驱  \n",
       "4   1695    1525     NaN  前置前驱  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sz = pd.read_csv(r\"sz.csv\")\n",
    "sz.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f6a4de8-269a-4fb3-a2a7-f0d10f851690",
   "metadata": {},
   "source": [
    "## 二、整理数据\n",
    "### 2.1 数据拼接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "edef3daa-20e8-4fbe-90c4-de65a9c9a7e5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:20.686589Z",
     "iopub.status.busy": "2022-07-13T03:59:20.686240Z",
     "iopub.status.idle": "2022-07-13T03:59:20.718568Z",
     "shell.execute_reply": "2022-07-13T03:59:20.716900Z",
     "shell.execute_reply.started": "2022-07-13T03:59:20.686561Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>title</th>\n",
       "      <th>brand</th>\n",
       "      <th>buy_time</th>\n",
       "      <th>km</th>\n",
       "      <th>speedbox</th>\n",
       "      <th>displacement</th>\n",
       "      <th>es_price</th>\n",
       "      <th>new_price</th>\n",
       "      <th>city</th>\n",
       "      <th>year_type</th>\n",
       "      <th>level</th>\n",
       "      <th>suv</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>fuel</th>\n",
       "      <th>length</th>\n",
       "      <th>width</th>\n",
       "      <th>height</th>\n",
       "      <th>owners</th>\n",
       "      <th>drive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>大众 宝来 2014款 1.6L 自动时尚型</td>\n",
       "      <td>一汽-大众</td>\n",
       "      <td>2014-08</td>\n",
       "      <td>3.82</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.6L</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>2014款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>105马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4523</td>\n",
       "      <td>1775</td>\n",
       "      <td>1467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>福特 福睿斯 2015款 1.5L 自动时尚型</td>\n",
       "      <td>长安福特</td>\n",
       "      <td>2015-12</td>\n",
       "      <td>2.35</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.5L</td>\n",
       "      <td>7.8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>2015款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>113马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4587</td>\n",
       "      <td>1825</td>\n",
       "      <td>1490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>大众 速腾 2012款 1.6L 自动舒适型</td>\n",
       "      <td>一汽-大众</td>\n",
       "      <td>2012-05</td>\n",
       "      <td>6.67</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.6L</td>\n",
       "      <td>7.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>北京</td>\n",
       "      <td>2012款</td>\n",
       "      <td>紧凑型</td>\n",
       "      <td>0</td>\n",
       "      <td>105马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4644</td>\n",
       "      <td>1778</td>\n",
       "      <td>1482</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>奔驰C级 2011款 C 200 CGI 时尚型</td>\n",
       "      <td>北京奔驰</td>\n",
       "      <td>2013-01</td>\n",
       "      <td>11.83</td>\n",
       "      <td>自动</td>\n",
       "      <td>1.8T</td>\n",
       "      <td>15.0</td>\n",
       "      <td>42.1</td>\n",
       "      <td>北京</td>\n",
       "      <td>2011款</td>\n",
       "      <td>中型</td>\n",
       "      <td>0</td>\n",
       "      <td>184马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4591</td>\n",
       "      <td>1770</td>\n",
       "      <td>1444</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置后驱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>大众 帕萨特 2013款 2.0TSI DSG御尊版</td>\n",
       "      <td>上汽大众</td>\n",
       "      <td>2013-11</td>\n",
       "      <td>8.95</td>\n",
       "      <td>自动</td>\n",
       "      <td>2.0T</td>\n",
       "      <td>13.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>北京</td>\n",
       "      <td>2013款</td>\n",
       "      <td>中型</td>\n",
       "      <td>0</td>\n",
       "      <td>200马力</td>\n",
       "      <td>汽油</td>\n",
       "      <td>4870</td>\n",
       "      <td>1834</td>\n",
       "      <td>1472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前置前驱</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index                       title  brand buy_time     km speedbox  \\\n",
       "0      0      大众 宝来 2014款 1.6L 自动时尚型  一汽-大众  2014-08   3.82       自动   \n",
       "1      1     福特 福睿斯 2015款 1.5L 自动时尚型   长安福特  2015-12   2.35       自动   \n",
       "2      2      大众 速腾 2012款 1.6L 自动舒适型  一汽-大众  2012-05   6.67       自动   \n",
       "3      3    奔驰C级 2011款 C 200 CGI 时尚型   北京奔驰  2013-01  11.83       自动   \n",
       "4      4  大众 帕萨特 2013款 2.0TSI DSG御尊版   上汽大众  2013-11   8.95       自动   \n",
       "\n",
       "  displacement  es_price  new_price city year_type level  suv horsepower fuel  \\\n",
       "0         1.6L       8.0       13.0   北京     2014款   紧凑型    0      105马力   汽油   \n",
       "1         1.5L       7.8       13.0   北京     2015款   紧凑型    0      113马力   汽油   \n",
       "2         1.6L       7.0       16.4   北京     2012款   紧凑型    0      105马力   汽油   \n",
       "3         1.8T      15.0       42.1   北京     2011款    中型    0      184马力   汽油   \n",
       "4         2.0T      13.0       27.7   北京     2013款    中型    0      200马力   汽油   \n",
       "\n",
       "   length  width  height  owners drive  \n",
       "0    4523   1775    1467     NaN  前置前驱  \n",
       "1    4587   1825    1490     NaN  前置前驱  \n",
       "2    4644   1778    1482     NaN  前置前驱  \n",
       "3    4591   1770    1444     NaN  前置后驱  \n",
       "4    4870   1834    1472     NaN  前置前驱  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 简单拼接四张表\n",
    "# 重置行索引\n",
    "data = pd.concat([bj,sh,gz,sz]).reset_index()\n",
    "# 删除buy_time为空的记录\n",
    "data.dropna(subset=[\"buy_time\"],inplace=True)\n",
    "# 查看数据\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9767edc7-466b-45e6-8137-2257ca3f11bc",
   "metadata": {},
   "source": [
    "### 2.2 提取目标特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4eea66bb-1b76-4476-8746-1369d4fa50b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:24.376301Z",
     "iopub.status.busy": "2022-07-13T03:59:24.375765Z",
     "iopub.status.idle": "2022-07-13T03:59:24.391132Z",
     "shell.execute_reply": "2022-07-13T03:59:24.390048Z",
     "shell.execute_reply.started": "2022-07-13T03:59:24.376272Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>buy_time</th>\n",
       "      <th>es_price</th>\n",
       "      <th>new_price</th>\n",
       "      <th>km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-08</td>\n",
       "      <td>8.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-12</td>\n",
       "      <td>7.80</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012-05</td>\n",
       "      <td>7.00</td>\n",
       "      <td>16.4</td>\n",
       "      <td>6.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-01</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.1</td>\n",
       "      <td>11.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013-11</td>\n",
       "      <td>13.00</td>\n",
       "      <td>27.7</td>\n",
       "      <td>8.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7022</th>\n",
       "      <td>2016-03</td>\n",
       "      <td>11.49</td>\n",
       "      <td>25.0</td>\n",
       "      <td>4.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7023</th>\n",
       "      <td>2017-10</td>\n",
       "      <td>11.00</td>\n",
       "      <td>17.9</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7024</th>\n",
       "      <td>2013-10</td>\n",
       "      <td>14.00</td>\n",
       "      <td>22.8</td>\n",
       "      <td>3.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7025</th>\n",
       "      <td>2012-01</td>\n",
       "      <td>5.30</td>\n",
       "      <td>15.2</td>\n",
       "      <td>7.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7026</th>\n",
       "      <td>2015-10</td>\n",
       "      <td>9.50</td>\n",
       "      <td>13.9</td>\n",
       "      <td>3.67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6978 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     buy_time  es_price  new_price     km\n",
       "0     2014-08      8.00       13.0   3.82\n",
       "1     2015-12      7.80       13.0   2.35\n",
       "2     2012-05      7.00       16.4   6.67\n",
       "3     2013-01     15.00       42.1  11.83\n",
       "4     2013-11     13.00       27.7   8.95\n",
       "...       ...       ...        ...    ...\n",
       "7022  2016-03     11.49       25.0   4.21\n",
       "7023  2017-10     11.00       17.9   0.09\n",
       "7024  2013-10     14.00       22.8   3.95\n",
       "7025  2012-01      5.30       15.2   7.26\n",
       "7026  2015-10      9.50       13.9   3.67\n",
       "\n",
       "[6978 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 提取要计算的数据\n",
    "data4Cal = data[[\"buy_time\",\"es_price\",\"new_price\",\"km\"]]\n",
    "data4Cal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbfd683e-0edd-4750-b0d4-eea7b4bcc724",
   "metadata": {},
   "source": [
    "## 三、数据计算\n",
    "### 3.1 计算使用年份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9cd43c14-5e72-4ebe-b0cb-62cc1856cb67",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:28.621931Z",
     "iopub.status.busy": "2022-07-13T03:59:28.621384Z",
     "iopub.status.idle": "2022-07-13T03:59:28.689922Z",
     "shell.execute_reply": "2022-07-13T03:59:28.688855Z",
     "shell.execute_reply.started": "2022-07-13T03:59:28.621904Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/59/_lbpck214pqcv3v468n7dv6w0000gn/T/ipykernel_50658/4132151412.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data4Cal[\"used_years\"]=data4Cal[\"buy_time\"].apply(lambda x:(now-datetime.strptime(x, \"%Y-%m\")).days/30/12)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>buy_time</th>\n",
       "      <th>es_price</th>\n",
       "      <th>new_price</th>\n",
       "      <th>km</th>\n",
       "      <th>used_years</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-08</td>\n",
       "      <td>8.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3.82</td>\n",
       "      <td>8.063889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-12</td>\n",
       "      <td>7.80</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>6.711111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012-05</td>\n",
       "      <td>7.00</td>\n",
       "      <td>16.4</td>\n",
       "      <td>6.67</td>\n",
       "      <td>10.347222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-01</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.1</td>\n",
       "      <td>11.83</td>\n",
       "      <td>9.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013-11</td>\n",
       "      <td>13.00</td>\n",
       "      <td>27.7</td>\n",
       "      <td>8.95</td>\n",
       "      <td>8.822222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7022</th>\n",
       "      <td>2016-03</td>\n",
       "      <td>11.49</td>\n",
       "      <td>25.0</td>\n",
       "      <td>4.21</td>\n",
       "      <td>6.458333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7023</th>\n",
       "      <td>2017-10</td>\n",
       "      <td>11.00</td>\n",
       "      <td>17.9</td>\n",
       "      <td>0.09</td>\n",
       "      <td>4.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7024</th>\n",
       "      <td>2013-10</td>\n",
       "      <td>14.00</td>\n",
       "      <td>22.8</td>\n",
       "      <td>3.95</td>\n",
       "      <td>8.908333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7025</th>\n",
       "      <td>2012-01</td>\n",
       "      <td>5.30</td>\n",
       "      <td>15.2</td>\n",
       "      <td>7.26</td>\n",
       "      <td>10.683333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7026</th>\n",
       "      <td>2015-10</td>\n",
       "      <td>9.50</td>\n",
       "      <td>13.9</td>\n",
       "      <td>3.67</td>\n",
       "      <td>6.880556</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6978 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     buy_time  es_price  new_price     km  used_years\n",
       "0     2014-08      8.00       13.0   3.82    8.063889\n",
       "1     2015-12      7.80       13.0   2.35    6.711111\n",
       "2     2012-05      7.00       16.4   6.67   10.347222\n",
       "3     2013-01     15.00       42.1  11.83    9.666667\n",
       "4     2013-11     13.00       27.7   8.95    8.822222\n",
       "...       ...       ...        ...    ...         ...\n",
       "7022  2016-03     11.49       25.0   4.21    6.458333\n",
       "7023  2017-10     11.00       17.9   0.09    4.850000\n",
       "7024  2013-10     14.00       22.8   3.95    8.908333\n",
       "7025  2012-01      5.30       15.2   7.26   10.683333\n",
       "7026  2015-10      9.50       13.9   3.67    6.880556\n",
       "\n",
       "[6978 rows x 5 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取当前时间\n",
    "now = datetime.now()\n",
    "# 计算使用年份\n",
    "data4Cal[\"used_years\"]=data4Cal[\"buy_time\"].apply(lambda x:(now-datetime.strptime(x, \"%Y-%m\")).days/30/12)\n",
    "data4Cal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8be7c88d-ae69-4165-b71a-e6805e0cb7ca",
   "metadata": {},
   "source": [
    "### 3.2 计算保值率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f2de038e-e06c-409e-a7c9-92fd20d9ea10",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:32.107457Z",
     "iopub.status.busy": "2022-07-13T03:59:32.107001Z",
     "iopub.status.idle": "2022-07-13T03:59:32.125183Z",
     "shell.execute_reply": "2022-07-13T03:59:32.124313Z",
     "shell.execute_reply.started": "2022-07-13T03:59:32.107430Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/59/_lbpck214pqcv3v468n7dv6w0000gn/T/ipykernel_50658/1978584203.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data4Cal[\"hedge_rate\"]=data4Cal[\"es_price\"]/data4Cal[\"new_price\"]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>buy_time</th>\n",
       "      <th>es_price</th>\n",
       "      <th>new_price</th>\n",
       "      <th>km</th>\n",
       "      <th>used_years</th>\n",
       "      <th>hedge_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-08</td>\n",
       "      <td>8.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3.82</td>\n",
       "      <td>8.063889</td>\n",
       "      <td>0.615385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-12</td>\n",
       "      <td>7.80</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>6.711111</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012-05</td>\n",
       "      <td>7.00</td>\n",
       "      <td>16.4</td>\n",
       "      <td>6.67</td>\n",
       "      <td>10.347222</td>\n",
       "      <td>0.426829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-01</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.1</td>\n",
       "      <td>11.83</td>\n",
       "      <td>9.666667</td>\n",
       "      <td>0.356295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013-11</td>\n",
       "      <td>13.00</td>\n",
       "      <td>27.7</td>\n",
       "      <td>8.95</td>\n",
       "      <td>8.822222</td>\n",
       "      <td>0.469314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7022</th>\n",
       "      <td>2016-03</td>\n",
       "      <td>11.49</td>\n",
       "      <td>25.0</td>\n",
       "      <td>4.21</td>\n",
       "      <td>6.458333</td>\n",
       "      <td>0.459600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7023</th>\n",
       "      <td>2017-10</td>\n",
       "      <td>11.00</td>\n",
       "      <td>17.9</td>\n",
       "      <td>0.09</td>\n",
       "      <td>4.850000</td>\n",
       "      <td>0.614525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7024</th>\n",
       "      <td>2013-10</td>\n",
       "      <td>14.00</td>\n",
       "      <td>22.8</td>\n",
       "      <td>3.95</td>\n",
       "      <td>8.908333</td>\n",
       "      <td>0.614035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7025</th>\n",
       "      <td>2012-01</td>\n",
       "      <td>5.30</td>\n",
       "      <td>15.2</td>\n",
       "      <td>7.26</td>\n",
       "      <td>10.683333</td>\n",
       "      <td>0.348684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7026</th>\n",
       "      <td>2015-10</td>\n",
       "      <td>9.50</td>\n",
       "      <td>13.9</td>\n",
       "      <td>3.67</td>\n",
       "      <td>6.880556</td>\n",
       "      <td>0.683453</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6978 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     buy_time  es_price  new_price     km  used_years  hedge_rate\n",
       "0     2014-08      8.00       13.0   3.82    8.063889    0.615385\n",
       "1     2015-12      7.80       13.0   2.35    6.711111    0.600000\n",
       "2     2012-05      7.00       16.4   6.67   10.347222    0.426829\n",
       "3     2013-01     15.00       42.1  11.83    9.666667    0.356295\n",
       "4     2013-11     13.00       27.7   8.95    8.822222    0.469314\n",
       "...       ...       ...        ...    ...         ...         ...\n",
       "7022  2016-03     11.49       25.0   4.21    6.458333    0.459600\n",
       "7023  2017-10     11.00       17.9   0.09    4.850000    0.614525\n",
       "7024  2013-10     14.00       22.8   3.95    8.908333    0.614035\n",
       "7025  2012-01      5.30       15.2   7.26   10.683333    0.348684\n",
       "7026  2015-10      9.50       13.9   3.67    6.880556    0.683453\n",
       "\n",
       "[6978 rows x 6 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算保值率\n",
    "data4Cal[\"hedge_rate\"]=data4Cal[\"es_price\"]/data4Cal[\"new_price\"]\n",
    "data4Cal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7488765a-5e6a-4301-acb5-7adebcc31534",
   "metadata": {},
   "source": [
    "## 四、绘制数据\n",
    "### 4.1 使用年份与保值率的散点图\n",
    "#### 4.1.1 直接绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "29ecc6f4-c16f-4b17-88a4-825ac7d1b896",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:36.844195Z",
     "iopub.status.busy": "2022-07-13T03:59:36.843711Z",
     "iopub.status.idle": "2022-07-13T03:59:37.075389Z",
     "shell.execute_reply": "2022-07-13T03:59:37.074582Z",
     "shell.execute_reply.started": "2022-07-13T03:59:36.844153Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置画板\n",
    "plt.figure(figsize=(15,5),dpi=120)\n",
    "# 设置绘图数据\n",
    "    # 横坐标是使用年份\n",
    "    # 纵坐标是保值率 \n",
    "plt.scatter(data4Cal[\"used_years\"],data4Cal[\"hedge_rate\"])\n",
    "# 设置回归曲线\n",
    "# 设置图名\n",
    "plt.title(\"Used Cars\")\n",
    "# 设置x轴标签\n",
    "plt.xlabel(\"Used years\")\n",
    "# 设置y轴标签\n",
    "plt.ylabel(\"Hedge rate\")\n",
    "\n",
    "\n",
    "# 绘图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77766114-b3b3-47f6-9b62-ad33b38d5e92",
   "metadata": {},
   "source": [
    "#### 4.1.2 清理异常数据之后再绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "449aae67-c0ee-4212-a276-397c3a6d3469",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:44.291011Z",
     "iopub.status.busy": "2022-07-13T03:59:44.290544Z",
     "iopub.status.idle": "2022-07-13T03:59:44.443344Z",
     "shell.execute_reply": "2022-07-13T03:59:44.442670Z",
     "shell.execute_reply.started": "2022-07-13T03:59:44.290983Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABcYAAAImCAYAAAB5F1m0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABJ0AAASdAHeZh94AAEAAElEQVR4nOzdfXxT53k//s9tWTJ+AGJkO49gY4eHNrRpglMwiRMDTZNt3bp261qSAOkCKTSlTb90y9rftm5rVkaX0YWmIYzQFhJGunRduy4sGQWbkNiQGEoSCGCQMZhAsC0/gC3bkqX794csI0vnUTqSJevzfr26zNLRObckY1ufc53rElJKEBERERERERERERFliqyxXgARERERERERERERUTIxGCciIiIiIiIiIiKijMJgnIiIiIiIiIiIiIgyCoNxIiIiIiIiIiIiIsooDMaJiIiIiIiIiIiIKKMwGCciIiIiIiIiIiKijMJgnIiIiIiIiIiIiIgyCoNxIiIiIiIiIiIiIsooDMaJiIiIiIiIiIiIKKMwGCciIiIiIiIiIiKijMJgnIiIiIiIiIiIiIgyCoNxIiIiIqJxTgjxd0IIKYSoGeu1EBERERGlAgbjREREREQmCCFqhkPmOo1tyoa3aUneyqwnhHAIIR4RQrwihLgohBgUQlwRQhwRQvyrEOLjY71GIiIiIqJYZI/1AoiIiIiIKPUIIWYC+BWAjwDoALAbwDkADgAfBbAKwNeFEH8spfzvsVonEREREVEsGIwTEREREdEoQohrAewBcBOAfwXwHSllf8Q2JQC+C6Aw6QskIiIiIooTW6kQERERESWJEGKiEOJvhBBHhRCXh9uSuIQQPxdCzFXYfp4Q4hdCiA+FEF4hRKsQYrMQ4gaV/c8VQrw6vN/LQojfCiGqYljqkwiG4jullN+MDMUBQErZJqV8DMBLYcefKYT4JyFEoxCifbj1ylkhxL8JIW5SWG+oLc3fCSE+OdyypXP4trLhbT4uhNgphGgZ3l+7EOLwcCsXewzPjYiIiIiIFeNERERERMkghBAAXgWwAEADgOcBDAGYCqAGwH4Ah8K2/zKALQAGAfw3gFYAMwCsAPCHQoj5UspzYdsvAPBbBFud/BLAaQCfAFAHYK+JdeYCWDr85d/rbS+lHAz78vMItlipBVAPwAvglrA1V0opP1DYTRWAbwN4A8BPABQB8A73MD8IQCL4GpwBMAnAzQC+CuCvAfiMPjciIiIiohAG40REREREyTEHwVD8V1LKz4XfIYTIAjA57OuZADYDaAFwT3iYLIRYhGC/76cBfG74NoFgoJwL4I+llL8O2/4bCLZDMaoSQA6AD6SUJ008DgBeAPDDiLAcQohPA/hfBIPs1QqP+zSAVVLKzRGPWwtgAiKe0/B9hQA8JtdHRERERASArVSIiIiIiJJNqS1JQErZFXbTagB2AN+IrLCWUu5FsHr6D4UQE4dvXgBgFoDXIwNkAM8AcJlY3/XD/z1v4jGhtX0QGYoP3/5/AI4BuE/loUciQ/EISq9Zl5QyYHaNREREREQAK8aJiIiIiJLlfQBHACwRQpQC+DWCrUMapZTeiG1DfcHvEULcobCvEgA2ADMRbL9y+/Dt+yI3lFL6hRBvAKgwuE4ReqjB7a8+MFi5/iCAhwHciuBgTlvYJpHPM+Qtldt/DuAbAH4lhPgFgq1i3pRSmgn6iYiIiIiiMBgnIiIiIjInVKWsdfVl6L6RiubhgHoRgL8F8KcA1g/fdUUIsQ3At6WUvcO3OYf/+xc6aykY/m+oDcslle0+1NlPuAvD/40almnABgCPA7gI4DUAH+BqtffDAEpVHqe4PinlW0KIagD/H4Kv2VIAEEKcBPD3UsqdMayRiIiIiIjBOBERERGRST3D/3VqbFM0/N/u8BuH26V8E8A3hRA3A7gHwFcAfA3ANbg69DJ0jMlSyssm1nStyv3XGdhHSCOCAz9vEkLMMtpnXAhRAuDrAI4CWCClvBJx/xKNh6tWp0spGwB8RgiRA2AugPsBrAHw70KIdinlb42sj4iIiIgoHHuMExERERGZcxLB4HimEEItHA+1QnlHbSdSytNSyq0IhuO9AD4bdveB4f9WG1zT4eH/3hN5hxDCBuAug/uBlLIfwSGaAPA3etsPB9YAUI7g54v/UwjFbxq+P2ZSykEpZb2U8m8RDOCB0a8ZEREREZFhDMaJiIiIiEyQUg4AeAnBqy//ebiv9ojhEDjUAuVnYbdPF0LcorDLQgA5GD1g8hkAPgA/FELMjHyAEMIx3GIkpB7BwP5uIURkWPw1GO8vHvLXCA7ffFAI8c9CiFyFNRQJITYC+NLwTS3D/71rOIwPbVcAYAtiuFpVCFEthJiscFeoMt5jdp9ERERERABbqRARERERxWItgDsAfBlAlRBiN4DLCPbQ/iyAiQDWSynDh2HeCuC/hBCHEGw3cgFA8fD2dlztOQ4p5QkhxJ8D+AmAY0KIVwE0DW83DcFK8nYAs4e3l0KIRwDsBvCfQohfAjg9fMxPAXgVwRYkhkgpLwkhFgP4FYBvAVg+/BzPAXAA+AiAGgQD/T8efsyHQoiXEAzKjwgh/g/B3uf3AhhAcPDoJ4yuYdhaAJ8WQtQBaEawsv4WAL8HoAvAv5ncHxERERERAAbjRERERESmSSndQoh5CLb0+ByCgyVzAbgB7AOwSUq5K+JhjQDWIdju5H4EK8XbARwCsFFK+b8Rx3hRCPEOguHwQgCfBtCHYKD+CwA/j9j+zeEq8n9EMDgGgIMIBtj3wUQwPry/JiHEJxDse/4nABYh2Fd9EMHq8OcBbJFSvhf2sEcQDLC/COCx4ef33wgOHP1PM8cf9iyCAfg8AHci+Pnl/PDt/yKlPBvDPomIiIiIIKRUnXNDRERERERERERERDTusMc4EREREREREREREWUUBuNERERERERERERElFEYjBMRERERERERERFRRmEwTkREREREREREREQZhcE4EREREREREREREWUUBuNERERERERERERElFEYjBMRERERERERERFRRmEwTkREREREREREREQZJXusF5DKhBCTAdwDoBWAd4yXQ0RERERERERERETKHACmAtgnpezR25jBuLZ7APx6rBdBRERERERERERERIZ8FsB/623EYFxbKwD86le/ws033zzWayEiIiIiIiIiIiIiBadPn8Yf//EfA8OZrh4G49q8AHDzzTfjlltuGeu1EBEREREREREREZE2Qy2xOXyTiIiIiIiIiIiIiDIKg3EiIiIiIiIiIiIiyigMxomIiIiIiIiIiIgoozAYJyIiIiIiIiIiIqKMwmCciIiIiIiIiIiIiDIKg3EiIiIiIiIiIiIiyigMxomIiIiIiIiIiIgoo6RcMC6EmCiE+IEQ4v+EEO1CCCmE+DsTjy8RQvxMCNEhhPAIIRqEEIsTuGQiIiIiIiIiIiIiSiMpF4wDcAJ4FEAOgF+ZeaAQIgfAHgCLAXwDwGcBXALwqhDiHmuXSURERERERERERETpKHusF6DgLIBCKaUUQhQBWGHisY8AmANggZSyAQCEELUA3gHwAwDzrF4sEREREREREREREaWXlKsYl8NifPjnAJwMheLD+xsC8CKATwohbrRijURERERERERERESUvlKxYjwecwDsV7j93eH/3gLgA6UHCiFKABRH3Fxh3dKIKNX4/AE0tnShp9+LybkOVJYVwm5LufOFRERERERERERksfEWjDsBdCrc3hl2v5qvAviu5SsiSgMe7xB2HjyHtisDKJk4AUvmTUOeI7V/PMQTavv8AWyqc2F7Qws6er0jtxcX5GBpVSlW11QwICciIiIiIiIiGsdSO/mKjVYbFq37ngXwcsRtFQB+HfeKiFKUxzuEFdsa0dDsRngDoyd3HUdVuRPPL680FZAnowLbTKitFPjbbVl4dHsjak+2Q0Tsu6N3EBt2N+FIazc2L53LcJyIiIiIiIiIaJwab8G4G8pV4VOG/6tUTQ4AkFK2AWgLv02IyNiMaPzweIdw1/padPZ5o+6TEqh3uVG9vhb7n1ioG44nqwLb5w8YCrV/+MVbsfrFw4qB/03X5KK1qz/4PCP2Efp674k2PFfnwprFMwyviy1ZiIiIiIiIiIjSx3gLxt8D8DGF20O3HU3iWohS2optjYqheDh3nxcrtzVix8r5qtsYDautqMDeVOdC7cl2ANqh9vzv70W/zx/1eCkxEoprEQC2N5zFKp1Any1ZiIiIiIiIiIjS03hLbP4LwGwhxLzQDUKIbAAPATgopbwwZisjSiEe7xAamt2Gtq1vdsPjHVK932hY/VydK4aVXuXzB7C9oSUqfFeiFIqbIQG09w6isaVLcz2Pbm/Eht1NcPeOPsEQOiHwlRcOwecPxLUWIiIiIiIiIiKyXkoG40KI3xNC/CmAPxy+6aNCiD8d/l/e8DZbhRBDQojSsIf+BMAxAC8LIR4QQnwKwH8AmAXgiWQ+B6JUtvPguVEtRrRIGdxeidGwOlSBHU9I3NjShY5er+agAKv19KtX1CfrhAAREREREREREVkvJYNxAJsQHIT5k+GvvzD89csASoZvsw3/bySTk1IOAlgMoBbAjwD8BsD1AH5PSrkvKSsnSgNtVwYs2d5oWG2kAluPVkidKJNzHQCCJwAaXG68evQiGlzBCvpknRAgIiIiIiIiIiLrpWSPcSllmYFtHgbwsMLtlwAst3xRRONIycQJprdXGjBpNqzu6ffC4x3CzoPn0HZlACUTJ2DJvGm6wz2BqyF1sggBfPSGidi451RUD/HJE+zoGfDp7iP8hEBVhdJcYCIiIiIiIiIiGgspGYwTpTOlADnVBjAumTcN33vluOHtuzw+VK3bEzVgsmZWsanj/mjvaazecXhUG5cndx1HVbkTzy+v1AzIK8sKMSUvG50e9X7nVpISWP6Tt3GktTuqMtxIKD5q+zGodiciIiIiIiIiInUMxoks4vMHsKnOFVVdXFyQg6VVpVhdU5FyAblRz9SejrqtvXcQLx86j+wsYMhApxAB4NiFy1G3SwnUu9yoXl+L/U8sVA3H7bYs5OfYkxaMA8CR1u7gGuPcT7Kr3YmIiIiIiIiISFt6pnREKcbnD+DR7Y3YsLsJ7t7R1cEdvYPYsLsJX3nhUMr0mlYbphkLI6E4oB8uu/u8WLmtUfV+j3cI57v7jS8sBQgET4xUlhWO9VKIiIiIiIiIiCgMg3EiC2yqc6H2ZDuA6AA49PXeE214rs6V1HWpMTt8M1nqm4ODLZXsPHhuVAuWdCABPDh/WtpeKUBERERERERENF6xlQpRnHz+ALY3tEBAuypaANjecBarUqClitnhm8kiJfCTN8/gUs8APrw8gOsmTcC37puFybmOlA3zdaVZmE9ERERERERElAkYjBMNi3VoZmNL16ie4mokgn25G1u6UFXhtGDFsTM7fDOZnnqtadTXLxw4h6mFufjTypvGaEXx2XHwHB5bdPOYnwwhIiIiIiIiIqKrGIxTxot3aGZPv34oHs/2iWC3ZSFLAIE0qWZu7erH0789NdbLiEmqnAwhIiIiIiIiIqKrGIxTRgsNzaw92Q4RcV9oaOaR1m5sXjpXNRyfnOswdUyz2yfCwWZ32oTiIem23nCpcDKEiIiIiIiIiIiu4rX9lNGsGJpZWVaIogJHVLAeSSBYhV5ZVhjrci1z6Gz3WC8ho6TCyRAiIiIiIiIiIrqKwThlrPChmVpCQzN9/oDi/XZbFpZVlenOWJQAllWVpkiv6TQuv05DH71h4lgvgYiIiIiIiIiIwqRCQkc0JkJDM40E2qE+0WpW11Rg0ewSAIgK2kNfL5pdglU1FbEu11K3l4591Xom+UXj+bFeAhERERERERERhWEwThnLyqGZdlsWNi+di7X3zkRRQc6o+4oKcrD23pmafcoTyecPoMHlxqtHL6LB5YbPH8D8cifyHLakr8UKBY70+7H14eWBsV4CERERERERERGF4fBNylhWD82027KwZvEMrKqpQGNLF3r6vZic60BlWeGYBeKb6lzY3tCCjt6roX5xQQ6WVpXiz++cjmdqTyd9XfHyKXe0SWkDPv9YL4GIiIiIiIiIiMIwGKeMFRqa6dZppyIQrPo2OjTTbstCVYXTkjXGyucP4NHtjag92R7V2qWjdxAbdjehZlYx7p5ZhNebOlT3c/fMIgDQ3CbZBofSLxmvLJsy1ksgIiIiIiIiIqIw6deTgMgi6Tk005hNdS7UnmwHED1mM/R13cl23D6tMNj+JX90NXxRvgNr752J5x6aC6E7npT0TMrlOUgiIiIiIiIiolTCtIYy2uqaChxp7cbeE20QGB0ih75OpaGZRvj8AWxvaIl6PpEEgB0HzqH+24vwSPV07Dx4Dm1XBlAycQKWzJuGPEc2Nu45hX1N7Ula+fh16lIvFs66dqyXQUREREREREREwxiMU0YLDc18rs6F7Q1n0d47OHJfUUEOllWVYlVNRVpVize2dI3qKa5GAmjvHcR3fvkeak+2jXrMc/ua8cC8adhx8KxuwG5UvPvJEkDAioWMAXfY9xUREREREREREY09BuOU8VJtaGa8evr1Q/FwLx86r9iH/Ok9p6xbFICvLboZh892ob7ZDRkWcAsB3FSYi9bOfs3Hp2soDgAlEyeM9RKIiIiIiIiIiCgMg3GiYVYNzfR4hxTbkiTL5FyH/kYR1PqQW2XR7BJ8ffEM2G1ZUa/Pn1behMX/ss/iI1rDqmr5z952gwV7ISIiIiIiIiIiqzAYJ7KIxzuEFdsa0RBREf3kruOoKnfi+eWVSQnIK8sK4cy3w93nS/ixwhVPzEH7leiWIVMLc/HDL946Un2f58jGI9XlI/c3uNyGWr+MBatOEPzy8Ad49O706VNPRERERERERDTepV+fCKIU5PEO4a71tah3jQ7FAUBKoN7lRvX6Wni8Qwlfi92WhVnXTUr4ccIJQDEUB4DWrn4semqf6nM32/olmQpybAAQ1WrGrHfP98S/GCIiIiIiIiIisgyDcSILrNjWiM4+7YDX3efFym2NCV+Lzx9A06UrCT9OOL3K6vDn7vMH0OBy49WjF9HgcsNmS/z6YuXMd2DtvTNRVJAz6vYck73nJ2Sn8JMkIiIiIiIiIspAbKVCFCePdwgNzW5D29Y3u+HxDiW0pUpjS1dCWpNE9ts223+7vtmNp147iZfePjdqffmO1A2NHdnKg1n7vD6s2HbI8H4+c+t1CVwlERERERERERGZxYpxojjtPHguqn2KGimD2yeSla1JBICifAce/9SMqKrpooIc3DOzyPC+pASeqT0Nd0Ro3+f1W7HUhPjk9CkArg5mvX/O9aiqcOKemSWw24w1WLHbBO68uTiRyyQiIiIiIiIiIpNYMU4Up7YrAwnd3qwcu3XnuySA5QvKsGbxDDy28OZRVdOVZYV46rUT2NfUYXqfyWK2qj1SllAOv+22LHzl7go8U3tadx+r7qkYGTxKRERERERERESpgcE4UZxKJk5I6PZmnbrUa/oxam1SFs0uwaqaCgBXq6bDJfq5xOPP5t6E2pPtaO+9OhS0wJGFXm/A8D7uKJuiet83PjUD737Qjdc1TgzcPbMIX188w/DxiIiIiIiIiIgoORiME8VpybxpeHLXcUPtVIQIbp9I7rAg2IjK0mtw1t0/KkAuKsjBsqpSrKrRrnY289yTRSC4/n/8/McAYFSVuz8QwENb3zK8r2KN4N9uy8LW5XfguToXflZ/Bu4+38h9znw7Hl4wXff1IyIiIiIiIiKiscFgnGiYzx+IahViJNTMc2SjqtyJepf+AM4F5c6EDt4EzFdx/96c67FsQVnCn3uySADLqkpH1h9e5e7zBzAlLxudniHd/Tjz7KgsK9Tcxm5THs5p9PUjIiIiIiIiIqKxwWCcMp7PH8CmOhe2N7SgI2wwZHFBDpZWlWK1garf55dXonp9Ldx96oMvnfkObFleadm61cRSwa7UJsUoI8/dKlXlTuQ6bNh7os1Q+5dIdlsWHr6zHBt2N+ke6+E7pxsOt+N5/YiIiIiIiIiIKPlY0kgZzecP4NHtjdiwuwnu3tHBbkfvIDbsbsJXXjgEn1+7L3WeIxv7n1iIOyuciJzXKARwZ4UT+59YmPBq8dBaqsqNhbRWVLDrPfeqciec+XYoj7E0zpnvwNaHK7F56VysvXcmigpyRt1fVJCDtffOxOalczUD7dU1FVg0u0TzWFrhOhERERERERERpT8hU6k5cIoRQtwC4OjRo0dxyy23jPVyKAE27jllqHp47b0zscbgEEWPdwg7D55D25UBlEycgCXzpiUlEI9cg5EKdqvDerXnbvR1njYlF61d/aOq3YUIBvhblleOWmusrW9Cj32uzoXtDWdH9VYvNthbnYiIiIiIiIiIUsuxY8cwZ84cAJgjpTymtz2DcQ0Mxsc3nz+AqnV74O71QutfQWiYY/23F6VVWOrxDmHltkbUN7sNBc2J5PMH8JUXDum2QNm8dC58/kDSTizEE64TEREREREREVHqMBuMs8c4ZQSlALSxpWtUT3E1EkB77yAaW7rSqo90niMbO1bOT4kKdrstC5uXzlWs0i6KqNK227LwSHV50taVTu8pERERERERERFZg8E4jWtagzXnl08xta+efu/IPtOpyjjPkZ20oFmL3ZaFNYtnYFVNRVq9fkRERERERERENP4wGKdxKzRYs/Zke9Tgx47eQfzm3Yum9pefE+yVrRSyL60qxWr2pTYkHau00+1kCBERERERERERaWMwTuPWpjoXak+2A0BUD3EznfUFgoMqn99/BvualEP2DbubcKS1G5uXzmVgOo5oXXHAkyFEREREREREROmLiQ6NSz5/ANsbWqJC7FhIADOvm4h9Tdoh+94TbXiuzmXBEckqPn8ADS43Xj16EQ0uN3z+gKnHPrq9ERt2N8Ed0Ys+dDLkKy8cMrVPIiIiIiIiIiJKDawYp3HJ6GDNcAKjQ+/Q1zWzinH0g56o+5Uev73h7MgQSRo7VlR6G7niIHQyZM3iGRaunoiIiIiIiIiIEo3pHY1LoUGZRv3Rx69HUUHOqNuKCnKw9t6ZWHHXdHT0enXbr0gA7b2DaGzpMrdYspQVld5GrzgInQxh1TgRERERERERUXphxTiNS5NzHaa2XzKvFP/yxU8oDlh89ai5IZ1mQ/lEy7TBkVZUehu94iD8ZEi6DRQlIiIiIiIiIspkDMZpXKosK0RRgQNunUpvgWBleCgsVgo3zYbsZrdPlEwcHBle6W2k7c0j1dPxTmtP1EkDsyc3Uu1kCBERERERERERaWMwTuOS3ZaFZVVl2LC7SXM7CWBZValmQBxLyD7WQu1Eak+2R7UDCbUTOdLajc1L546rcNxspXfVur3o6feN3B46aXDbtGtMHTdVToYQEREREREREZEx4ycRI4qwuqYCi2aXAEBUOBz6etHsEqyqqdDcTyhkN9JjXC9kt5rPH0CDy41Xj15Eg8s90uvaTDuR8cR8pbdv1NehkwZb3zgDZ77dUI/x4hQ5GUJERERERERERMaxYpzGLbstC5uXzsVzdS5sbziL9t7BkfuKCnKwrKoUqwy2E1ldU4Ejrd3Ye6Itqk1H6GsjIbtVtNqkPDBvGnYcPGu4nYjR1yAdxFu5HXq96k62Y0GFE/Uut+72yT4ZQkRERERERERE8RNS6tXBZi4hxC0Ajh49ehS33HLLWC+H4mDFAEqfP6AYshebDNnjFdkmRSmkN2PnyvnjZnCkzx9A1bo9um1v9AgAzgIH5tw4GXUar/Oi2SXjrh0NEREREREREVE6OnbsGObMmQMAc6SUx/S2Z8U4ZQS1wZpm97Fm8QysqqmIO2SPh5E2KWak6+BIj3cIOw+eQ9uVAZRMnIAl86Yhz5FtqLe8Hgmgo9eLFXdNx9xphXFfcUBERERERERERKmFwTiRSVaE7LHy+QPY3tASU2W4mnQbHOnxDmHFtkY0NLsRfsHLk7uOo6rciU0P3Y7D57pQN3zyIB69g0MpcTKEiIiIiIiIiIisxWCcKI00tnSN6ikeD4Fg5XM6DY70eIdw1/padPZFvwZSAvUuNxY+tQ8fuX6iJccLnTQYy5MhRERERERERERkPQbjRGnEyrYn6Tg4csW2RsVQPFxnnxdvntYemqknHU8aEBERERERERGRcemTiBFRTG1PhMrXi2aXYFVNRdxrShaPdwgNzfEF3kal40kDIiIiIiIiIiIyjhXjRClKabhkZVkhigoccPd6NXuMCwDOfAceqirFjgPnxsXgyJ0Hz43qKZ4Iod7t6XbSgIiIiIiIiIiIzGEwTpRi9IZLfumOaXim9rTmPiSA5QvKsGbxDDy28OZxMTiy7cqA5fucNCEblweGRr5O15MGRERERERERERkDoNxohRiZLjkiQ+v4K4ZTrxxSr2tSM2s4pGK5/EyOLJk4gTL9/njB29HdlZW2p80ICIiIiIiIiIicxiME6UQo8Ml3zvfo7lNINE9R1QotX/Jc1jzY2bJvGl4ctdxS9qphIZrzi93MggnIiIiIiIiIspADMaJUoSZ4ZI9/UOa97/e1IEf7z2Nx++dacXSdOm1f3l+eWXcAXmeIxt3lBXirTNdca6WwzWJiIiIiIiIiDIdUyGiFGH1cMl/298Mnz9gaFufP4AGlxuvHr2IBpfb8OOAq+1f6l3uqPWH2r9Ur6+Fx6sd5htZi4AwtI/JudnD248W+prDNYmIiIiIiIiIMhsrxolShNXDJT1ePw40u1E9o1h1G58/gE11LmxvaEFH79UWLsUFOVhaVYrVBoZQGmn/4u7zYuW2RuxYOT/mtSxfUIq3Wjo1jxNyeWAIaxbejJfebkV77+DI7RyuSUREREREREREAINxopThLMixfJ+Hz3apBuM+fwCPbm9E7cn2qMrqjt5BbNjdhCOt3di8dK5qiGym/Ut9sxse75BiSxUja/nvIx8YrqiXErgmz476by9CY0sXh2sSEREREREREdEoTIiIUsSMawsSsFf11iOb6lyoPdkOINhzO1zo670n2vBcnUt1H2bav0gZ3D7WtZxu7zN2oGFtVwZgt2WhqsKJ++dcj6oKDtokIiIiIiIiIqIgpkREKWLQZ7yvt1FzS69RvN3nD2B7Q4tux24BYHvDWdWe42bbvyhtb3QtZpVMnGDxHtXF06OdiIiIiIiIiIiSj61UiFLE5FyHpfvLc9gwr9ypeF9jS9eoPt5qJID23kE0tnShqiJ6X2bDZ6Xtja7FDCGAJfOmWbpPJVb0aCciIiIiIiIiouRjYkOUIirLClFUYF04/ujd5aqhbE+/uSBabfsl86ZBGCz1Vgurza7FiAXlTsVe5lYK9UXfsLsJ7ohgP9QX/SsvHGL1OBERERERERFRCmIwTpQi7LYsLKsqM7Tt9KI8zftrZhXjsYU3q95vtjp9cq4DHu8Qtu5vxrpd72Pr/uaRQZpVKlXpkdTCarNrmTRBO/B25juwZXmlqX3Gwooe7URERERERERENDbYSoUohayuqcCR1m7sPdEGgdGBa+jrRbNL8MwDt2Hr/jPYFtHCo6jAgeVVZVil08IjVJ3u7vVGhbrhBIApeXY8vacJB890jhq0+eSu46gqd2Ljkk/gvh/uh7tPvfJbK6w2s5aighz8du3d+OqLh1Hf7B61HiGC4fuW5ZVJqRYP9UXXW/P2hrO67wcRERERERERESUXg3GiFGK3ZWHz0rl4rs6F7Q1n0d47OHJfUUEOllWVjoSsaxbPwKqaCjS2dKGn34vJuQ5UlhUaCmBD1ekbdjdpbicBeHwBHGjujL5PAvUuN+774X689s1qfGPnEbzpckdtd2eFdlhtZi3LqkqR58jGvHInjl/sQadnaOT+Kbl2zCt3JiWAtqpHOxERERERERERjQ0G40Qpxkzobbdl6QauPn9AcT9GqtOvybOj2+PT3L+7z4vHdvwOtiwRvR+hXVEdYrRS/pHq6Xh0eyNqT7YjsrV5p8eHDbubcKS1G5uXzk1oQG5Vj3YiIiIiIiIiIhobDMaJximfP4BNdS5sj2i3UlyQg6VVpVhdU6FZnf6lO6bimbrTho518Ex0RTlwtaq8en0t9j+xULNq3EilvJm+3msWzzC09ljE0qOdiIiIiIiIiIhSB4NxIot5vEPYefAc2q4MoGTiBCyZN81Uz2sjgbZeNbTPH1CtrO7oHRxVWa1Wnb69vmVUD+94uPu8WLmtETtWzlfdRq9SPpX6epvti15ZVpiQdRARERERERERUWwYjBNZxOMdwoptjWiIGAoZGlL5vIGhkGYCba3Q12xltVJLlrYrA5prNau+2Q2Pd0j3NVBrD5NKfb3N9kXn4E0iIiIiIiIiotTCtIbIAh7vEO5aX4t6lzuqyjq8nYjHO6S8g2FmAm014ZXVWkKV1T5/QPH+kokTdPZgjpTAzoPn4PMH0OBy49WjF9HgcqseP1Kq9fVeXVOBRbNLACDqtQ59vWh2CVbVVCR0HUREREREREREZB4rxokssGJbIzr7tINYvXYisbQKARDVdsSqyurP3nYDvvfKcd39mPG/Ry9i0z5XTC1iCnLM/bgqyMmOu62NFqN90VktTkRERERERESUehiMEw2LNUT1eIfQ0Ow2dAytdiJmA+3v/PI91J5siwqZ55dPMbSWELXK6l//7oKp/RjReLY75hYxZtudf3/Xcbx/8cqo2773ynEsqDDW1sYIvb7oRERERERERESUmhiMU8aLtzf4zoPnDA+pDLUTeaS6POo+s60/Xj50XjFk/s27F03tZ3KuQ/F2q3uMhxjpea6kb1C7DU2kyFA8pN7lxp3/tBdv/tUiS6vHE9XPnIiIiIiIiIiIrMeSRspoVvQGNxsgq22vFlBrUQuZjRAIVphXlhUq3u8syDG9nnhta2hR7Tkey+ujpsvjw5d/+rZl+yMiIiIiIiIiovTCYJwympne4GrMDqlU276yrBBFBQ7doZlWkQCWVZWqtvyYXpyXpJVc1dHrRWNLl+J9odfHKgfPdOoOQyUiIiIiIiIiovGJwThlrFh6gytZMm8ahME0W4jg9krstiwsqyoz3Utb95gqXy+aXTIywFPJkbM9po5z4+QJUa+DEMCsawtM7cfdN6h4e+j1sdK2+hZL9uPxDmHr/mas2/U+tu5vZuBORERERERERJTiGIxTxoqlN7iSPEc2qsqN9ZdeUO7U7Gu9uqYCi2aXAFAPtM34o1uvR1FES5SighysvXem5qBLAHjvA3PBeLYtC4W5o5/blFw7rptsrqL+Uo96axqrX599Te0xPOoqj3cID2w5gFu++xq+98pxbH79DL73ynHc8t3X8MCWAwzIiYiIiIiIiIhSFIdvUsayqjc4ADy/vBLV62vh1mjL4sx3YMvySs1j2G1Z2Lx0Lp6rc2F7w1m0916tni4qyEHNrGK8fOi84TUv+WQp/uXPPoHGli709HsxOdeByrJCzUA8ZOIEcz8eznZ6osLpTo8P+5o6TO1HK0jXe30mZGehtbvf8LGEjL1xTag/vVIrnvD+9PufWGjZkE8iIiIiIiIiIrIG0xrKWFb1BgeCVeP7n1iIldsaUd88epCnEMFK8S3LKw0FpHZbFtYsnoFVNRVRgTYA7D1xCe4+n+5+ivKvhuBVFcYq2sPdOvUavPLeh6YeE88w0JAp+dpDP7Ven+f3u7D+1SbDx7p7lvnXJcRMf/odK+fHfBwiIiIiIiIiIrIeg3HKWEvmTcOTu44baqei1Rs8JM+RjR0r58PjHcLOg+fQdmUAJRMnYMm8aTFVDKsF2rOum4R6l35v9FnXTTRUGa7mofml+P6uEzE/PhahMN8Ipddn+YLppoLx5Qumm1pfSCz96Vk1TkRERERERESUOthjnDKWlb3BI/f7SHU5vv37H8Uj1eWWBqI+fwBNl64Y2vbkpSvw+QMxHyvPkY355VNifnwsli8oiyvMz3NkY950Y2ueP31KzO+NVf3piYiIiIiIiIhobDAYp4z2/PJKOPMdmtsY6Q2eLI0tXejo1W7fEdLR60VjS1dcx/vJw3dgis7rY5VFs0uwqqYi7v389Mt3YEq+XXObKfl2/OTLd8R8jFj60/v8ATS43Hj16EU0uNxxnbQgIiIiIiIiIqL4pFwwLoQoEEL8qxDighBiQAhxRAjxJYOPXSiE2C2EaBNC9Aoh3hVCfF0IYUv0uik9hXqD31nhhIiYwygEcGeFM6WGJ/b0GwvFY90+Up4jG29ovD4fvX6iqf39ye03orhgdA/x4oIcrL13JjYvnRtXtXhIniMb//fNuzEpV/k9m5QbvD+e99Rsf/oTH15B1bo9WLLlAFa9eBhLthzAgnV7sXHPKQbkRERERERERERjIDXSvtF+CeAOAH8FoAnAAwB2CiGypJT/rvYgIcSnALwG4HUAKwH0AfgjAE8DqADwjQSvm9KU1b3BE2lyrrnqbbPbK9F6fQ6f7cJDW98yvK/P3XYj/ulPPh41NNOKQDzE4x3Cp3+4H5f7hxTvv9w/hPt+uB/7n1gIADG952b60wPAvqYORJxXQEfvIDbsbsKR1m7LTgoQEREREREREZExKZX6CSF+H8C9AB6QUu4cvrlWCFEK4J+FED+XUvpVHv4wAB+Az0gp+4Zv+60QYtbwfQzGSVOoN3gqqywrRFGBA+5eL7QyWQGgqCDH8CBLI5Ren95B5fBZTe/gkOpQUaus2NaIzj7tSnl3nxfzv78HVwaHRoXbT+46jqpyJ55fXqkZkIf60xsZghoS+X6Fvt57og3P1bmwZvEMw/siIiIiIiIiIqL4pFqJ4ucA9AJ4OeL2nwK4AcA8jcf6AHgB9Efc3g3AXENgohRlt2VhWVWZZigOBEPXZVWlCa9CHosKdi0e7xAamo2F1ZcHhqIqvqUE6l1uVK+vhcerHfob6U8fWSWuts32hrNsqZJiPN4hbN3fjHW73sfW/c263w/jRaY+byIiIiIiIso8KVUxDmAOgONSyshP4u+G3V+v8tjnACwBsFEI8X0AHgB/iGDY/m29AwshSgAUR9wc/yRAyjiJbsmyuqYCR1q7sfdEGwRGVyKHvrZqkKWesaxgV7Lz4DnD7U20uPu8WLmtETtWzlfdJs+Rjde+WY1F/7JPsW1LvsOGPq/aBS5XSQDtvYNobOlKaCU9GePxDmHFtkY0NLtjupogXWXq8yYiIiIiIqLMlWqfcp0AmhVu7wy7X5GU8qAQYhGC1eaPDd/sB/BtKeW/GDj2VwF818RaiUZJVrBkt2Vh89K5eK7Ohe0NZ9HeOzhyX1FBDpZVlWJVTYXl1eI+f0CxN/iyqjJs2N2k+djwCna1/ZildAKi7Yp1F4fUN7vh8Q6pvmd6vcyNhOLh4h2USvHzeIdw1/paxVY84VcTpNJAXitk6vMmIiIiIiKizJaKn3C16j1V7xNCzAXwXwAOAvgKgsM3FwF4UggxQUr5PZ3jPovoFi4VAH6tu2LKeMkOluy2LKxZPAOraioSOsgSCAbim+pc2N7Qgo7eq8+vuCAHS6tKsaJ6Og6f60LdyXbVfdTMKsYj1dOxcc8p1f2sNhjma52AmFaYG9uTVCBlsAJdre+8kV7mZljZZsaqkw+Zxmh/er2rCdJNpj5vIiIiIiIiymypFoy7oVwVPmX4v50K94X8GMAlAJ8LG9BZK4QIAPg7IcQOKaVSNToAQErZBqAt/DYhjHQIJhq7YCnRgyx9/gAe3d6I2pPtUf2yO3oHsWF3Ew6f64I/oN0fOyAlVr94CPuaOlT3c6S1G5uXztUMcPVOQJztjBwxEB+1CnQzvcz1RLaZiacVj95JDKMnH8bCWIf5Zt5TvasJ0kmmPm8iIiIiIiKiVPt0+x6AJUKI7Ig+4x8b/u9Rjcd+AsDOsFA85G0Eh4x+BMptWojiMp6DpU11LtQOV4JHXq4R+lqrUjzk9aaOqMdFfr33RBueq3NhzeIZqvuxukpbj7MgR/F2q3qZA1fbzPj8ASz/yVsxt+IxchLDyMmHZEuVMN/Me6p3NYFZVpwUiHUfY/m8iYiIiIiIiMZSqqVz/wVgJYA/AfDzsNuXA7iAYJsUNRcAVAohbBHheNXwf89buVCikPEaLPn8AWxvaIka8JkoAsD2hrOq/dGtrNI2aua1BYq3x9LLXGtQ6rIFpXG34jFyEsPIyYdwia7iTqUw3+x7akU/eytOCsS7j7F43kRERERERESpIKWCcSnl/wohdgPYJISYBOA0gCUA7gfwUCjwFkJsRTAsr5BSnh1++A8BbATwGyHEZgAeAIsBrAXwWynlO8l9NpQpxmuw1NjSNSpoSzQJoL13EI0tXYrtYays0jZqwBdsERPZ3uSaPHP9wO+ZWYT3L1xRHZS6/CdvxdWKx+hJDL2TD+H7S0YVdyLC/FiVTJxgevt4ThxYcVLAin3E8ryJiIiIiIiIxoOUCsaHfR7APwL4BwR7i58AsERK+VLYNrbh/41kAVLKHwkhPgDwTQDPA8gF0ALg7xEMzYkSYrwGSz39yQvFjRx3LE4oTLBn4YEtB6Lam5gZPyAEsOmhYDCpFKKabcXT0TuAX//uwqge5O+09hg6iaF38gFIXhV3LGG+zx+Iuf+6niXzpuHJXccNn3zp7vehat2emE8cWHFSwIp9mHneQgS3JyIiIiIiIhoPUi4Yl1L2AvjG8P/UtnkYwMMKt/8SwC8TtTYiJeM1WJqca64qOtHHTfYJBWe+Hf/vP95BZ58v6j4zlesLyp0j4W28lfBSApVP7hl125O7jmNmiXLLFzVaJz2SVcVt9IqEUJj/xz9+E+9fvBxT/3Uj8hzZqCp3ot6lf5KiMM+OH+09HVeld7wV/lZdJWDmeYd/LxMRERERERGlu9SZwEaUpkLBkhFmgiWfP4AGlxuvHr2IBpcbPn8gnmWaVllWiKICR1T4lygCwYrbyrJCxfuTfUIhz5GtGIqb4cx3YMvySs1t4q2ElxI4eanX1GPUTj6Eh61aQmFrPN+TZq9IOHbhctQJhPD+6x7vkPIDTXh+eSWc+donhHLtNnR5gt8XeicO1IROCuidDwmv8E/EPkKMPG8j38tERERERERE6YTBOJEFzAZLHu8Qtu5vxrpd72Pr/uZRoZ7PH8DGPadQtW4Plmw5gFUvHsaSLQewYN1ebNxzKmkBud2WhWVVZUkZvAkEA7xlVaWqVbZ2WxbstsTG9KG93z2zCOe7+mPfjwDurHBqDssMSWYlvN7JByvDVj0FOdZVHof6rxuhdcIpz5GN/U8sxJ0Vzqh2OUIAVeVTkOewxX3iwOxJAaXtrdhHiN7zNvq9nO7G+mQkERERERERJdf4/pRLZEI8g/RCwdLKbY2oV+hHvaDcORKKK/WsDrWE2PTQ7Xj8pSOW9neO53mtrqnAkdZu7D3RFtWyQa+Fgxq1/SyaXYJVNRWqj2ts6YLPb21Mn+ewweP1j3wdGoiZY8/C600dhvfzxP0z4bDZYup9bba3dTz0Tj5YGbYaWYuV6pvd8HiHVF93owNF8xzZ2LFyftTA1VAv9yVbDuiuRa+Xu9k2RUrbW7GPcFrPOxMC8WQMmyUiIiIiIqLUMr4/7RIZYFUoohcsebxDuGt9LTr7osPEUEuI+d/fi35fMKiNt7+zmeelFp7bbVnYvHQunqtzYXvDWbT3Do7sp6ggBwtnFeM/Dp3XfW1C/mzuTag92R61n2VVpao9kEMSMQz02QdvR062Lep5r9v1vqn9dHt8+Pbv678fSq+xmR7PRsV68sHqsFVL32D8rU/CSRns1/5IdXnUfbEMFLXbsvDRGybjxv5cTM51wG7LsuzEQahNkVunOl8g+O9DqcLfin0oyXNkK76GYyXRQX2yhs0SERERERFR6mEwThktEaGIWrC0YlujYigeLhSK69EapgcYf17PPHAbnt9/Rjc8X7N4BlbVVEQFu3uOXzIVjC/6SAn+8fMfi6mCPRHDQG+bdg3ev3Al6naz7U20tjdyguL55ZWoXl8Lt873hxEzry1AV58vppMPsYStsQaXiXg/1fq1mxkouqqmQvX9qplVbGo9as8x1KZow+4mzcdrVfhbsY9U5vEOYcW2RtWra6wYuAokb9gsERERERERpR4G45TRkhWKeLxDaGi2riJYq00DYPx5/cHGN3Cmoy/mkwKxVBjbbVmq69ZiNLQ1o/oHtbjcf7VyORRWL19Qari9iRDqg0HNnHhRa8Vj1sdvnIx1f/LxmE4+mAlbv3THVCz/yVsxB5eh9zM8fI6XsyAn6rbwgaJ6Yf+2+hY0nu3Cvibl9+vlQ+fhsAn4/DLuKm0jbYpCFf5qJx/M7COdGLm6pnp9bdx9z818b+idjCQiIiIiIqL0w2CcMlYyQ5GdB89Z3kNarU2D0ecFAGc6+gCF7cLD8x/vPY2sLKFYQfvAvGlw5jsMVToXFTgMt3NQYjS0NSM8FAdGh9Xzpk/BgeZO3X0sKA+G/Fv3N0cFl2ZPvCi14rnumhw8tuOI4ed0/8eujfnkA2AssL17ZhF2vHUuruAyEe/njGsLom4LDRTVIwF09Hmxr0n7/fIa6HNvpEpbr03RsqpSLFtQGjz54HKPWk/4yQe9faRjmGvk6prQwNUdK+fHfBwz3xt6JyOJiIiIiIgo/TAYp4yVzFBErcVDPPJzlP/5Gn1eRj1b54LXH1CsoH16zylck2c3tJ9Z106MO6BLxDDQcOFh9ZpFN+PUpV7N0H9Kvh2+QAC3fPe1qKrpedOnoOnDy6ZPvES24tl/qt3Uc8jJju/HupHA9k1Xh6ngUq2/utXv55X+6L7liehN77BljfybiKdKW6tNkc8fwF3/tBedHl/U40InH+5aX4s3nliINYtn4JHq6eNiaKaZq2v0Bq7qSeawWSIiIiIiIko96fepmcgiyQxFzPasNiIyqA6xOrzx+gMA1CtouxWCOyUnPrwMnz8QVzgeHtpui6hgdxY4cM/MYvzn4Q9i3n+IAPDSW63Y+6178NUXD0e1NxECmFc2BScvXcZbZ7qiHi8lDFWbA/onXrpM9h03ur1aWA3oB7Ybfmusyru+2Y2nXjuJl94+p9pfXSuEv+GaHLxz/rLh5/52Syf+6BM3jrotEb3Mvf4AvjD3JtTFOEg2klKF/0PPH1QMxcN19nnx5Z++jTtvLsLP3mxGp+fqiYFna09j+Z3TDQ8PThVmrq7RGrhqRDKHzRIREREREVHqYTBOGSuZociSedMM96w2qncwujoWSN3wxt3nM1R1rxXYhkgAMvLFlMBNhXnItWeh3xeIa62hsPr9C1cU25ssmTcNK7Y1osuj/B7EQu2ExtstxgL28O0jw+FwRoaBhgfkke/X9voWU8HlM7Wndfurq4Xw6189YSoYz7Hbom5LRC9zAFj8kRJ8P8ZBsno83iEcPGPsfT94plNxW7fHhw27m9B4thNbl9+RNuG42atr4rkaJ5Zhs0RERERERDR+MBinjJWoUEQp2M1zZKOq3Il6l3UDONUC8EQMqbSKu29Q9T4jgS0A1WGW7j4vnt5zCmXOPLS4PZasNxRWR7Y3sXqYKnD1/Yz8/jEbaObYbaonF8wMA1U7bixBpJH+6j5/AO9f6Bk5+XDr1Mm4fpK5Ky2UtrfbsvDgvFI8veeU6XVriWeQrJ5t9S2W7ev1pg5s/O0prL1vlmX7TCSzV9fEczWOmWGzej3jiYiIiIiIKP0wGKeMZXUoohfsbnrodix6ap9mz2ojfZX1gvpEDDW0SmuncmBtNLD92I2TdYdZtrg9loXjaicfrBymGno/b506GRv3nIr6/snPia6C1nLq0hVUrduj+D3oD0hTw0CVWNkWSAD42Ztn8KarAwfPdEb1ab+jrNBwr3EhgldmKAkYfLNy7TYM+PxjXj38+klzfeX1PPe6C1//1Iy0CHbNXF2j9Z4bZaTPvdGe8URERERERJReUv9TMlECra6pwKLZJQCie3aHvjYSioSC3Q27m+COaNkQCna/+fN3sPdb9+DOCidExMGEAO6scOKxhTfrrtlIUG/keU0vytc9ltVOXbqiePumOpehwHbL/mbV3uohAsE2M48vnoGi/NHBtjPPjjyHzdA+ijXCTyuHqUoAD86bhsd2HFb8/vEM+k3tb19Th+r34Ka66LYmkULDQH1+5XY08QaR4SSCLT8ONHdGBaFSAm+d6YItS2/FQQvKnYpDGH3+ALa+ccbQPoYCAd0QPinVw8Laaz18fok3TlsbtidK6OoaI9TeczNCcwvW3jsTRQU5o+4rKsjB2ntnal5BQUREREREROmLFeOU0cKHOSoN/zM6SM9osLu9/qxqz+o8R3awncTFy3FXLxp5Xo9UT8eqFw/h9aYO1f3YBOC3MKMbGIoOW33+ALY3tBiqDPZ49UNiCaCj14t55U48tujmqJYim+pccV8lEEvVtNb7KQHd7x8z1PbhNfBm6g0DzXNkY9KEbFwesK6/upahgIQ9S8AXUF+7M9+BLcsrFe872Ow29H0DBAPkiRNsuDKgvr0z34FHqqcDgOq/43jdPaMEDc3RQ13j8co7F7Fw1rWW7jNRnl9eier1tZpX12i952ZpDZtlIE5ERERERDR+MRinjBdvKGI02A1V4q6qqYjqWR2+FiuCeiPPy+MdwtHzPZr7EELAyomhhXn2qNsaW7osH4wIBPuDK/WAtqJ1gtl2D1+ruRkvvd2qeoLi7h/UGm4ZonqcOB8fSW0YqMc7lLRQPMQXkJg/fQoOtoyuLBciWDW8ZXmlaiB96Gy3qWNpheJAsJf9ploXDp3rQkOzO6r9S1W5E89rrMeIL9xxE9a/djLmxytROimVqvIc2dj7rXvwmR+9gdbO/qj7p07Jxf+sucuSkxDhEtUznoiIiIiIiFITg3GiYbGGIkaDXb1K3PB1WFm9qPa8/vxnb6PT49N87JBGlW4s5k2PXodaABsvtf7gVpx8MDNMdUG5E2vvm4Wvf2qG4vvZ4HLHdWJACOCj10/CsQuXY96HEq3+6mPh3o9ei598+Y4YKrStH0H7TO1pxb1KCdS73KheX4v9TyyMObj99e8uxLdABR+/abLl+0wUnz+Ax186ohiKA0BrZz+++fN32OKEiIiIiIiI4sJgnChOZoNdo9tbVb3o8weiAlmfP4ADzZ1x79usYoUWJGoBbKyMDEc0e/JB6TV8fnkl7lpfi06Ndg9Twto9qL2fZr9/ChxZ6PVerf6dkmtHeVG+ZcG43ut3oVs5rEy0tisDqldaaLm91PohmXpRu7vPi5XbGrFj5fyY9m9lD/uQh+aXWr7PRAlvTaVGb0gsERERERERkR4G40RxMhvsWh0Eq/H5A9hU58L2hpZRFcnFBTn4yPUTk7KGcM48u2LYWllWiKICB9y9Xt1WNLkOm26/aDPDEfVOPmi9hg/Mm4aPXD8Rb55Wrxqfc+OkkXUohet2W5bp74fwUBwIDq/8zbsXTe1Di97rd67TY9mxzIilrzswdpXS9c1ueLxDMVWNx/pc1VRZMKQyWWJpTcWqcSIiIiIiIopFenxSJkphZoJdvUpmq/j8ATy6vRG1J9shIu7r6B3E66cGFR+XSA/fOV0xwLLbsrCsqszQQMxH7y7Hu+d74h5OaoTea/j0nlO6+3i9qQM/rj2NLCEUw/WlVaVYUT0dznyH5qBBK4UGWcb6+k2dkpfgFUYTItjXPRa/aDxv8WqMkTLYdsZshTtgroe9nin5Dmx92JohlclgdWsqIiIiIiIiIjUMxoniZCbYNVrJHK/wVgSR2Zr1HZcBhy0LXr/6cD+9sHVF9XRsq2/RDIed+Q48enc57LYsS4aTAsFBkmo9q614DQWAZ2tPw+uXiuH6ht1NONLajVy7zeAe43fd5Bz8WeW0mF+/G6/JTcYyR1kwXPGsVnWvZaxavwCxt0Qx08N+3vQpyM4SqI8YBGpkMGki9fR78dRrJ/Hh5QFcN2kCvnXfLENXRySqNVWmiuXfDBERERERUaZgME5kgdU1FTjS2p2USmY9RlsRWOmrNRWwZYmosLXYYNj6/P4zuhXT7j4vtu4/gzWLZ8Q9nNTjHcKKbY1oiAgTn9x1HFXlTmx66HZLXkMJwOuXI/9/5H1AsFdyMp3vHsAj1dNjfv2WzJuGJ185nrTvLWe+A88+dDs27jmlWnW/WuP7a6xavwDxtUR5fnklqtfX6p4s+umX70CeI1vzJE8y9fR78ZmNb6C1a/QJiRcOnMPUwlz8z9fv0gzIU7U1VYiRoDkVwmitNlB6/2aIiIiIiIgyhZBWXKs9TgkhbgFw9OjRo7jlllvGejmU4nz+gGIls9Fw2CoNLjeWbDlg+X61Av/NS+fCbsuKKRDy+QOoWrfHcCua+m8viut19HiHdIdmTpqQjcsDQzEfI9X9zR98JKYWHyEPbDlgqJrZqDJnHs52ehQrnp996HY8/tKRkZY2et+Dkf7hN8fwkzdbLFurUUIAx/7+vrjCaY93CCu3NaZcNbiann4v5n7vtxgKqP9LtmcJNP7Np1QD7WT/PDDKSNAMICXC6Mg2UGb/zRAREREREaWrY8eOYc6cOQAwR0p5TG/71PlETZTm7LasuCuZrZCI1gJ/9PHrUe9yoyMsTHbmO7B8QdmowF9vmKWSZPcUXrGtUTMUBzCuQ3HAeIsPtRMdRqqZjRIC2PWNagBQrHjeuOeUbkubvSfa8FydC2sWz4ja/1i0fgGCwbXdloUGl1v3Z4Ha65znyMaOlfMNVYOnQpXyH2x8QzMUBwBfQOIzG9/A/icWKd6fiq2p9OYNbNjdhMPnuiClxL6mDs22SckIo420gdL6N0NERERERJQpGIwTWSyWcNhKiWgtkGO3IRBxdUkA0pJ2GrH2FDYSFkZu89nbbkBDs3WVzulKr8VHqDr2p2+40NXvH7l9Sm42Hr6rHKtrKrD/iYWa1czvnu/GlUG/wt5HmzQhe6R/+EdvmIwb+3MxOdcxcgXC9oYWQ89pe8NZxasykt36BQgOvLxtWiGq1u3RrBw22u4iz5GtWuFvdcuMWAP2nn4vzncZ6+fe2tU/sn8lqdSaCjAWNNcN36+1TTLCaKOttATU/80QERERERFlCgbjRMNSoeLSCpVlhSgqcOi2IjAqWwAvHzofdXtnnw8bdjfh7ZZO/OThO2J+rcwG+RPsWXhgywHV/uDPL68EAOUe4kkOSFOREMGwWI3PH8DDPz2IN093Rt3X2T+EDbub8FaLG/+2tBLzyp04frEHnZ6rFfZTcu24bVoh3jTYaqWnfwhPvXYSL719blSwW1TgwMJZJYauJgDUrybIc2SjqsLYIEsz8hw2eLzRwf+kCdmYdV0+nqk9rVk5/MwDt+GxHYc1q5D1KoyNVDIbrVKON2D/wf+e0Ny/0vb/+PmPK95nt2Vh89K5lg3ZjYfVMxu2NbQkdO3JvgKHiIiIiIgonTEYp4w33oaUGW1FYNSQThq0/1QH/nV3E/7i/tkx7f+jN0w0tf3jL/0O3f3RgaSUQL3LjTvX7YEQAp0eX/Q2Ma1wfFlQ7tTsS73h/5oUQ/Fwb5xy4/4f1uFc12BUINvp8eGZ2tOm1qS0fUevV/GEjBa1qw82PXQ7Kp/8LXx+jd7XNoECRxa6+/263ycCUAzFgWAbngZXFwDtyuEV2xpHwvpYK4ytaplhRcB+8tIV1f3Hsn2qtKYyGjQb1dHrRWNLFyrLChPyvGK9AoeIiIiIiCgTpU/aR5QAoUBow+6mqPCjfTgQ+soLh+DzB8ZohbFZXVOBRbNLACAq6Ap9XTOrGDWzijW3MWrTPlfMr9EvGs2Fn0qheLiu/iHFUDyV3XiNdmsTo3KztX+kO/Md2DJcUa/E5w9g8+suQ8c61xWs4lULZMdCjl35+W+rP6sZigOAzy/xkRuuMbR+K56j0ZY+2xvOKv7bCq9k1hJqmaH179NMwK7G7BBQo9uHWlPdP+d6VFU4k36SMhHB8YsHzqJq3R4s2XIAq148jCVbDmDBur3YuOdU3L9rzF6Bk4jWW0REREREROmCwThltPBASI1eIDSWfP4AGlxuvHr0Ihpc7pFQJdSKYO29M1FUkDPqMUUFOVh770xsWVaJLcsqVbf57K3XG15HQAL7mtrg8Q5h6/5mrNv1Prbub4bHqz/E0uggyPHq7plFGPDp9+I24s+rp+POCidERFoqBHBnhRP7n1ioGUjWNV2CzuzElPbu+Z6o28wEyE2XroycLEo0afB1DrW7iBSqZNbbTXjLDCWxBOxKP3eWLSg18nRGmN1+rCQiOH7lvYtwR5yI7bDoRGyolZaR97O4IAeVZYUxH4uIiIiIiCjdsZUKZSyfP4Bt9WcMbbutPrF9Yc0y2v7FSCsCtW0e+dnbpta09j/eweWBIdW+32qBrDMilM80Pf0+uPvir3AXAP7j7fOo//Yi+PwB3cGkSl6oPxf3OsbSa0c/xDcWzxx1m5meyx29Xjw0fypcbb1oVRgkeU2uHd39yb8aQalq2aqWGWZ7Un/nl++h9mRb1M+dB+ZNM9yHO0sA98wsMbbwMWb1zIaQRA3oNNpKSwJYVlWaMr/TiIiIiIiIxgI/EVHGamzpMhxIdvR5VSsuky28/YuRqkMjrQh8/gDev9CD353rwvsXeuDzBwxVe4fr6R+KqoIN9f2uXl+rur+Z1xaYOs54805rdJVzLMIrg/Mc2Xikuhzf/v2P4pHqcsNtK/pMvuepZigQXWlrNkB+/KV3FUNxAGMSigNAfk70+2dVywyzr8/Lh84r/tx5es8pTJuSZ2gfq+9JnZOMekJBc7IupDDS+kaPkVZai2aXYFVNRczHICIiIiIiGg/S45MpUQJ09g0mdPtEsaIfcIjHO4QHthzALd99Dd975Tg2v34G33vlOG757ms416kcDsbC3efFym2NivcN+NKrf3uqi6cn8uzrzA1CTTW33RTdFsJsgNw7mHonB5TaYlSWFSLPYTP0+DyHTbVlRiytQtR+7pzt9KDUqR2OV88owuP3ztTcJtUYCZrtNrOTGZTptb4xwkgrLa1BqkRERERERJmCrVQoY33YY663tdntEyG8H7BWBWOo6lCr/YvHO4S71teisy86SJUSaLti7YmA+mY3PN6hqOplDn+zVjyv51/ePxs7DrZauJrk+tSc6PYciWqFkUyJDOtvnToZQhjvea5FAOgbHMLji2fghQMto67Icebb8fCC6SnVksqoUND8XJ0L2yLaVzkLHFheVYahgMTTe05Zdsx4h34abaVFRERERESUyRiMU8a6dvKEhG6fCGb7ATe2dKGqwqm4zZ//7G3FUDxRpAR2HjyHR6rLR90eCi6NPC9SJxCsBq0sK4TPH4gpDJuc68CkCdm4PJB6VdNG+BVmmNptWXhwXqmloWW8bpt6DX7X2m14e6WTHY0tXfB4jQ1t9Xj9qj8L3mntsSQUB672aZ9X7sRji24ed4GsBCCj+kUFb//KPeV474Me7D3RZsmxrDphGGqlRURERERERNEYjFPGcuabG/podvtEsGrgnsc7hAPNnVYsyZS2K9FV90aHxY13obA08moAowMNJYAln5xqaCirGp8/AO9Q+ra2yc/Jhsc7FDV4NJVMLczFpoduQ9U/1RoKpIUIVnVHsupnQbyVyWr7HE+BbGiuQ+3J9qhWKu4+LzbsbsKR1m4888Bt2Lr/DLY3nEV779UrbooLcvDgvGl48eBZ3SsXwk9wERERERERUWIxGKeMVVlWCGe+A24DVdNFBY6UCCqsGrj34oGzVizHtJKJylX3q2sqcKS1G3tPtKkGw9UzirD/VEcSVpl8eQ4bdqycpxiqFRXkoKIk39CJjP9+5wJa3J6o8C40lPVIa7dmb+GDzW4MJDkYLyvKQ0uHx5J9rdt1HMc/vDIqcH5y13FkZ1nT/9kKrV39+PQP9xuu0pYyWNUdGTIXKAzk1KK2fY7d+iru8dYeyehch637z2i2L8nKEronACWAZVWlaV9dT0RERERElA74yYsylt2WhVkGhw3OunZiSgQVoX7ARqhVmgLAu+d7LFyVcX9aeZPi7XZbFp554DYsqHAqTrdbUOHE8gXJq/wdixw11BO4/tuLsHPlfDz30O3YuXI+9v1lDU639RraR4s7GDDHOpT10Nlu8wuP05V+Hx5fPANF+aPD1KJ8B/7o1utN7ev9i1eiAmcpAZ8/tbqLm21Vo1TVbfYZqW1/6pKx7y2jQicRff4AGlxuvHr0Ihpcbvj86XklQvhcBy2huQ4+f2CkWv7+OdejqsI58rtjRfV0FOZqn9AozM3GI9XTrVk8ERERERERaWLFOGUsnz+Akx9eNrTtyQ+vjAQeY8lMP2C1SlMAmJA9Ns/j/QtXFNfj8wfw2I7DqHe5o+6TEqh3ufFBlzVVxUYEkpyjhveAjmxB0eByW9p/fVtDi8YAxOQHyO4+n2pP6n1Nl/Df71xM+ppSTX5ONhpc7lGvTZ/JgZxq21s9VHhGSUFc7XxSjZVzHZ6tdaGrX/t96+ofwqZaF9beNyuW5RIREREREZEJDMYpYzW2dMHd5zO0bUefVzPwMCvW4YhW9RX+g1uvxy8Of2BqX1ZQW094qwI1Zzv7E7GklJGsHtAdverfyx9XucIg0dquDCj2pK49of09kQnyHDZ88+dHokLmmlnFpvaj1t6ktdPaE06NZ7vQ0NwZczufVGPVz1yfP4DNr6tfrRHuuddd+PqnZqTNa0RERERERJSuGIxTxrIq8DDD5w/EVU1pVY/xu24uht0mkt5iQmk94a0KUqvhRXLlq/SANttL2gh336DyyZmssQniGls68fsfuz5qPW1XBvUfPM55vH70e/2jbuvoHcTLh84b3odWW6VpU/LiWl+k0M8UvXY+axbPsPS4+uvSPxmptI1VP3PfON1u+Oetzy/xxul2LJx1raljExERERERkTkMxiljWRV4GOXzB/Do9kbUnmyPuZqysqwQRQUOuHu9miGyQHBoo9rAULstC7dNuwZvnemK6bnEIs9hU1yP0VYF451aD+NEnCx4ubEVf/ffx6JOzswvn5KAo+k7+kEPqtbtiVrPDdfkjMl6Uo1ayGz48Rptla6drDwQN1FCvbjV2/lYy8jJSACq2zwwbxpy7Vno9+n3SFf7GQcAr5hsCfQ/71zAhOxs01cVERERERERkXEMxiljWRUyGxXeLiTWakq7LQvLqsqwYXeT5rEkgGVVpapBis8fgMvgQMdEs7pVSLrqVekB3dVn/euzr6lD8eTMb9413887stI/lsr/37X2KK6nvZcV41ZR+3c249qCpK7DSC9uqxg5GXn4XBeklKr/Jp7ecwo2C4bxDgyZGz76m3c/xH8evjDydbr2aCciIiIiIkpl/HRFGSsUMuuFeHohsxHh7UK0hKopff4AfP4AGlxuvHr0Ihpcbvj8wWBldU0FFs0uGdk+8vEAsGh2CVYNV0IqMdNf3SqhAZOR4q3EHy/UXoe3WzoTcrx4q5DtNoHHF8+AM3/0up35DvzenOuSvh7Spvb9NWigEjoRknFCzMjJyLqT7djX1KG5jdGOU2o/4wDzJyC8EUF6KMj/yguHRn4XEBERERERUXxYMU4ZbXVNBY60dmPviTbVyle9kNkIo+1CQtWU3/nle6g92aZ66f8Pv3grPvOjN9AaMZBSApg6JRc//OKtmkH+WFVpKx331qmTIUSw3UOmKipwjFyRENnnWPdsyhjx+SX8Uiqenclz2MZkTeliYk42rqhcIWA1vStexurE1ORcR8xDiI0Yq9kFaj9bP+weiGu/Y92jnYiIiIiIaDxiME4ZzW7Lwualc/FcnQvbG86Oat1QVJCDZVWllvTCNRtEv3zovOql/4fOduHd893o8ihXfLd29mPRU/uw/4mFyHMo/xMfyzAs0jutPRkdigPArGsnAgA27jkV1efYnsLX9fxo7+mo71N3rxf/efiDMVlPKpmUm43L/dHh99QpufjbP/wIVm47nJR16F3xEgyjkzeIVyB4VcGBZjfW7Dwc0xBiI8ZqdoHaz9aOPuvaAiWzRzsREREREdF4xmCcMp7dloU1i2dgVU1FwqoXYwmi1S7r39fUrvtYd58XK7c1YsfK+Yr3G+2vbhWtqlX2GAdOfHgZK7a9PdLSIdwYdbowjC1QlCmF4kDwxNWOA62GBzrqcdiy4PUHYr7iJdi2KXnvmgQwMdeOp/ecinkIsRHJ/rmiV5lfMtG6QbLJ6tFOREREREQ03rHciGiY3ZaFqgon7p9zPaoqnJZW44WC6GR2xahvdsPjVQ7njPZXt0p41Wpk7/SCHJ6fc/f5FENxGp/qTrZj0OQwRjVfranA2ntnYkq+fdTtU/LtWHvvTN2AeefBc5asIyTXrt1GJ9duw5mOPgD6Q4jjkeyrYvQq82tmF1t6PJ5QJCIiIiIiih+DcaIkSHYQDQR7dmuFXkaGeNptxqJ8x3AYpDUM9JHq6di45xSq1u3Bki0HsOrFw1iy5QAef+kI8hw2Q4NJRYr22yYyK2DBD4OaWcX48l1laGh2ozNimG6nx4eGZrfuoMa2K+Z7X6v9O59elI9+n1/zsXr3h/YXGkIcK6tPRmYP/7UU68Bjv/7TNiWfJxSJiIiIiIjixmCcKEmMBNFW0wq9Qv3V1947E1PyIqpN84LVpl+tudnQcUJVq0UFo9sFFBXkYO29M/HMA7fhsR2HsWF3E9wRfX/dfV54vH7dkwYSwE2FuYbWQ2RWVhqedPEHJGr+uQ71Lnd09bUE6l1uVK+vVb1yBABKJk4wdcwyZ57iD7D55VPQ47Gmijk0hLixpcvQ9pFXofj8ActPRl43KRcLKpyKz31BhRPPPHCbZmW+1RXsafjtSkRERERElHJYckSUJHZbFp554Das2NaIhmZ3VEPgW66fhGMXLlt6TL3Qy+cPBKtN+yOqTfuD1aabHrodv2vtwusabT7unlmExxbdDLstS7VP+8Y9p1B7MtgbPdae1FPyHegbUB44Sukr1AtbrUd25O2JYkUFd7LtP6Xffid83oDPH4j697lk3jR875Xjho/Z4vZE3SYlcKC509TajdBrF+LzB7CpzoWfvdmMTs/V8N+ZZ8fyO6djRfV0HGntxt4TbarfX0ad7+7H+e7+qNtDJyC+9u+/02xbE6pgt2ogaO+g+skOIiIiIiIiMobBOFGS+PwBPLbjMOpd7qj7pITloTgALJk3TfU+j3cId62vRWdfdFATCnsWPlUHqZMYHv3g8kiFZqhPezifP4DtDS0xrT+c0jpptLKiPLR0eFRDQIdNwOeXKTUgc/U9Fch12LC94SzaewdHbi8qyME9M4vwi8MfjOHqxof6Zjeeeu0kXnr73KhgtrggB38696YxXJm2ybkOxTA/NKvgz3/2Fvafiv556vb4sGF3ExrPduK5h+Zi6/4zit9ft9wwEXUW9fYP9UVfs3iG4v2hCvYNu5ssOV6ye6inGo93CDsPnkPblQGUTJyAJfOmIc/BP2mJiIiIiMgcfoogSpJNda6RqulkmDYlVzMoWLGtUTdsjuxbrLzN1YpUJY0tXZZVSZK6KfkO/PqxO7G9/qxiCLisqhRDAYmn95xK2pomZGdhQGPIZGFuNr62+GbkObIVrzbY+FtrQsRMJyXwTO3pqPYbHb2D2LQvviGXiSAAOAscONDsxtf+/TDcYT+nigocWFZVhn6vXzEUD/d6Uwc21bqw9r5Zit9fT712wrJgPNQXfVVNhWrV+OqaCtUKdjPHKSrIQWVZYRyrNU/tBEWyebxDI1ddybAX8Mldx1FV7sTzyysZkBMRERERkWH89ECUBKGq6WS1hQAAj9c/Uskdfd9QsJ2LReqb3fB4hxQDCb12CGSNzj4vttefxZrFM1Rb2vT0e/Fs3Wn4/NZ9F6pVp08vyseZjj7Nx3b1D2Hr/jNYs3iG4tUGvzvXbdk6KfY2RskmERwuqXQSp6PXiw27mwz32H7udRe+/inl7y+z/dW1hPdFjzxOSGiuw3N1rqiTV8UFOZhxbYHiFUWRx1lWVZq0UDrUrmZ7Q0vU1QZLq0qxWuNEgNWMXOVUvb4W+59YyHCciIiIiIgM4fBNoiQIVU0nM4jq6PWqDq/befDcqGq7eEkZ3KeS/BwGFMkQqlgNnQypqnDi/jnXo6rCORJcrX7xsKWheHGBQzFsvakwF919A7rhZfiaPd4hbN3fjHW73sfW/c3weIfQERYc0vijNoS4zJmHswq9zMMZ/S72+SXeOK18pc6SedMgLJ5iqXci0G7LwprFM1D/7UXYuXI+nnvoduxcOR/1316EbX/+Sd0BzYtml2BVTYW1i1bh8wfw6PZGxaHJHb2D2LC7CV954RB8fvWrQqxk5CqnUE99IiIiIiIiI5hYESXBWFVN9/R7FXuxtl0ZsPxYavu0OHciFXoVq1ZfJQAA7Sotcs53RQ8pVBJa8x//+M2oHvvfe+U4crOT+92TzCs6Mt2qe8rxn4c+iGr58+D8aXhmr7Xtfl555yIWzro26vY8RzbmTZ9i6eBQo72/lSrYAahWlIfaIWm1arFaePsvtasN9HqrW8XMzy+tK5jIuFRpn0NERERElEj81ECUBGM1KO1He09j9Y7DUb1YS6fkWX4stbYEvYNDlh+L1PX0exUDDauvErCS2uDZ/qHkLjhFX55x6Z6ZJVj76VlR36dvnu6ARlv6mGj1ua8stSYYt6r3d6iiXK0dUrIYbf9lpLe6Fcz8/ApdwfRIdXnC1jOepVL7HCIiIiKiRGMwTmQxpQrtyrJCFBU44NZppyIQDEa8/oBq72a7TRhqhyGgHDhKCbTotCkwS4hgWwIlY3VSIFPtOd6Gv/7V0ahAo9SZO4arIhqtp9+rWDX9P+9csPxYH79pMnr6vXjqtZP48PIArps0Ad+6bxbyHNl46W3lFlBmWd37W62iPFmMDk020lvdCmavckrEVVGZINQ+p/Zku+Kw3g27m3CktRubl85lOE5ERERE4wKDcSKLeLxDWLGtEQ3N7qgK7apyJ750xzQ8U3tacx8SwFcXVsAmhOql9EMBqTiUTmlfybKg3Ik8R7ZipXJlWSHyHDZ4vP4krigz2bOAlw+dVww02tmvm1LIBHuW4s+LwSHrf05sq2/B93edGHXbCwfOoXhijqHwN5zaCctk9v5OBrPtvxLdLszsoFQrB6tmklRqn0NERERElAwMxoks4PEO4a71tYqDwaQE6l1unPjwCu6eWYTXmzo0w5XHFt4Muy1L9VJ6nz+A9z7owd4Tbar7sYrdJpDvsKG7X70dijPfgWcfuh0b95xSvPT6gXnTIFO1h8c44xvuGKEWaBClip+80YJvvfxu1M+L2dcXWHocAeCDbuXq4fYr5k4W/dHHr0dDc+eY9/4OSWQPaLNX+iT6yqAl86bhyV3HDbVT0bqCidSlWvscIiIiIqJkYDBOZIEV2xoVQ/FwnX1e+IYk1t4709BgNbVL6e22LM0BbbfcMBF1TR2WPC+fX2JZVRkOne1CfUQlvBDBSvFnH7odj790RPXSayPV7USUWV4/1aH482L/KeuubMgSQMDCs0JL5pXiX774iTEfSJiMHtBmrvTJc9ji7q2uf4xsVJU7Ue/SH8AZuoKJzEm19jlERERERMnATw5EcfJ4h9DQrP9hHQAOnHFj68OVcQ9W0xrQtm7XccuCcQFg51utqP/2Ivj8gaje6XmObGzcc0r30msiokjx/ry4o6wQDluW4km7O0oL8VZLV7xLHOXWqZPHvPd3JveAfn55JarX18KtcRLame/AluWVSVzV+JFq7XOIiIiIiJKBwThRnHYePGfo8m4g2FZl58FzeKS6PGHhSmundYM1IyvDHqkuH3W/0UuvSZvdJnDnzUWoGw67+FoSacvOCgalk3MdigOP1+06bnkwfvhsF24vLVQ8QZgsyeoB3djSZXguhMfrT0r1cJ4jG/ufWIiV2xpVr2DasryS1eIxSrX2OUREREREycBPD0Rxarui3L/Wqu2VaF1Kf1Oh9UPH1CrDjF56baVcexb6Q820FVgVLFvdhkGLzy+x4q7pmDutENsi3tMJ2QIDQ4zKicINBYDt9WexZvEM+PwBtLj78OHlAXi8fvj8AXx4Of6fs5G+/cv30NrVP+q2771yHAsqnHg+LJBVCurNhrVK/cMBJK0HdKpWD+c5srFj5XxLXmMarbKsEEUFDrh7vbrfX0UFOQlvn0NERERElAz8FEEUp5KJ5oJos9tH0ruUPrznuFXUKsPG4lLqmwon4FSbelX81MIJONcVfyiWrFA8pLvfBwlEDSoNJHshRGnip2+ewc8bW3E+Iqx+4cA55Dtslh8vMhQPqXe5cee6Pdi99h58fecRNERUMz+56ziqykeH52q0TnrWzCpOWg/oVK8eznNkR13BRPGx27KwrKoMG3Y3aW4nASyrKh13rXqIiIiIKDPF/VetEGKyEOI+IcSDQgiWj1DGWTJvGkRkQq1CiOD28TByKb1VBIKBjFpl2FhcSq0VigPAua4BTHfmAUDUiYNUtuX1ZmzY3YTOPt+o273qxfFEGa3T44sKxUP6DLYBsUpX/xDmf38v6l3uqNZaUgbD8+r1tfB4h1T3ETrpuWF3E9wRAXhH7yBePnTe1JqMnrj0+QNocLnx6tGLaHC54fMHRqqH9X6G6v2OIOOU3odkW11TgUWzSwBE//4Mfb1odglW1VQkdV1ERERERIkSV8W4EOJvAPwVgFwEM7k7AHQJIfYA2C2l/Kf4l0iU2vIc2agqd6LepT+Ac0G5M67LvZPd01uvMszopdfJdunyIB7/1AzsOHBuVAX95Fw7evp9Go8cO++c7wHA/uJE6WpI5+oOd58XK7c1YsfK+Yr3W33SU+/EpVZ1+tKqUjw4rxRP7zmluQ9WD8dP731YHUdLHLPstixsXjoXz9W5sL3h7Kjfn0UFOVhWVRpXix4iIiIiolQTc0InhPgqgO8CeBbA/wJ4Jezu/wHweQAMxikjPL+8EtXra+HuU6/Qc+Y7sGV5ZVzHsbKnd3YWUFVRhP2nOqKC9tDXepVhRi+9TjaPz4+5pYV4bOHNo/r03jp1Mu7+QW3S+6ITEQFAfbMbHu8Q7LasqJ9NVp30NNIDWq8l14bdTaiZVYyaWcWKQ4GN/o4gbUbehyOt3di8dG5Sw/E1i2dgVU1FVJ97BuJERERENN7EUzH+NQAbpJR/KYSIbOZ5CsCMOPZNlFbyHNnY/8RCrNzWiPqI/rJCBCvFtxjoL6vHyp7eQwFg7rRCfLJsSlyVYatrKnCktRt7T7Sphidj4fDZLlTPKI7qsXtzSQE6ejt1H5+dJeAPSFZwU9rLzhK61cyUHFICq188hGMXLo86QTd5gh09A9ZczWKkittIdXrdyXY8vngG5k4rZPVwghh5H/aeaMNzdS6sWZzcP6vttqyYe9QTEREREaWLeFK6cgCvqdx3BcA1ceybKO3kObKxY+V8eLxD2HnwHNquDKBk4gQsmTct7kA8xMqe3gLAjoPnUP/tRXFVhtltWXjmgduwYltjVDsZCaCq3InDZ90YTG7LXyh1GPf5AzhyrsvQo6VkKE7jA0Px1LKvqSPqp5NVoTgA1Mwq1qziNtqSy6rfEaTMzPuwveEsT0IQERERESVAPGldD4BrVe4rA9AWx76J0laeIxuPVJcnZN+hnt5WtAKRANp7B9HY0oWqCqduZZjPH1AMRnz+AFa/eEi1x3pDs37v9USYW3pN1G0Hmt0YGDIWEvol8ImbJuPIcO9vIiKrjOWpCqMtucz+jiBzYn0fiIiIiIjIOvEE43sA/KUQ4tcABoZvk0KIbACroV5NTkQxstuyDA1EM0OvPYveYDDvUAD7mjosW48V7DaBeeXRAcLbZ/RbqIT75PQpcPd50drVH3VflgBYiEtEqabuZLtm6w2zLbmsbOGVyCuq0s1Yvg9ERERERBQUz6eRvwXwNoD3AfwXgkUtXwNwG4BpAP4s7tURUcJptWcxMhjMFt2xJGHsNgGfXz+NVrvc/Fynx9TxfvrmGfgCyvcxFCeiVLWtoUW19YbZllxWtPDyeIewYlsjGiJmcDy56ziqyp143oIZHOlmLN4HIiIiIiIaLeZmhVLK0wDuBHAcwFcRbIO4DEAHgGop5TlLVkhEI3z+AHYcPKvQPds8gWDVd2VZoeo2RgaDGcipLWHLgqFQHAA8Xj8aW6J7iXf0DihsrU4tFCei9BL5MzP0dc2sYtTMKtbc5u6ZRZiSZ0/g6qzX0etV/BkIBFtyTckzFkI78+yavyOM8HiHcNf6WtS7RofiQHAYab3Ljer1tfB4h+I6TroJtUbT+31u5Hc1ERERERHFJq4pPlLK96WU9wOYCOAmAJOklJ+WUh63ZHVE45THO4St+5uxbtf72Lq/2XAgEOpJakUWLQEsqypVra4OHwyWCvwmQ2qly86HkpXiE1FKyM4CHv/UDBQV5Iy6vaggB2vvnYktyyrx7IO3Y0GFUzEZX1DhxHMPzUXtX9RgWmGu4jEmTUjNSue2KwOKv2vstizk5xgL+vMnZMc98HHFtkZ09mm3AXH3ebFyW2Ncx0k3dlsWllWV6f4+1/tdTUREREREsYv505wQ4icAvielPCOlHARwIey+UgDflVL+uQVrJBo34r2cPJYeowKjq71DXy+aXYJVNRWqjzM6GCxVTc51RA0MLZk0YayXRURJNBQAHr27HI/eXa7Y29rnD+CxHYcVhweHqpm/uuMwpATOdfUr/jy9PJCalc7f33Ucj//8SNTvmk+WTVGcm6CktasfHu9QzG1OPN4hwwOY65vdcR0rHa2uqcCR1m7sPdEW8+9qIiIiIiKKXTyfPh4G8ByAMwr3FQFYDoDBONGw0OXkSpVz4ZeT739ioWowYLbH6Bfm3oS6k+1o7x0cua2oIAfLqkpV+8+GpOugLwHAWeDAgWY3vvbvh+Du843cl2Mbu3URjZXpzjyccZvrrz+erH7xEI5duDzqRN9z+5qxtKoU/oAcaRelpi7sfrWWUqno0uXBqNukBA6aGEIsJbDz4Dk8Ul0e0xp2HjwX1T4lUcdKR3ZbFjYvnYvn6lzY3nA2pt/VREREREQUu0SV5UwBEP2JjCiDmbmcfMfK+Yr3h3qSGqnkLipw4Puf/xgAjKqariwrNPQhO10HfUkABTnZeHrPqaj7Bv3JXw9Roojh/6MVPE7Js+PGwtyMDsb3NXWoDg+2J3N6cJpqu2JuNkM8jzW6vcc7pHgFQDqy27KwZvEMrKqpiOl3daTIK6Vi3Q8RERERUSYw9SlCCHE3gJqwm1YIIe6P2CwXwGcBvB/f0ojGD6suJ7fbsjDz2ono6NXf16xrJ458GK6qcJpbMMyF8Mk0o6QAp9p6VS87L3PmoSWDQ0DKHHLk/6jr9PjwxmljP3vGM7VKb6MDfTNZycTYW1CZfaze9vG2I0tldltWTL+rQ3z+ADbVubC9oWXU7+3ighwsrSrFalaeExERERFFMfsX8kIAfzf8PwlgRdjXof89gWA4/hdWLJBoPIjlcnIlPn8AJz+8bGg/Jz+8Ap/ZiZVh7LYsPDivNObHJ4IQwC9WV2HtvTMVh+k9/qkZuHQ59urGseJgixeKAWudM8dYvtdL5k2L+bF/WnmTZduH2pHVu9xRv0/D25EZHWY9nvj8ATy6vREbdjfBHXEyO3R1xFdeOBTX3wREREREROOR2bKaHwB4BsHPaG0A7gNwOGKbQSllrwVrIxo3YrmcXOly6MaWrlE9s7V09HnR2NIVVwVaqllQ7sTkXIfqZecHmt3o96XfB38vW7xQDFjrPH5NmpA9aqhnUUEOpk7JxeFz3WO3qBi8d77H9Pbzyp2KrUCsaEc2Xm2qc430yle7OmLviTY8V+fCmsUzkro2IiIiIqJUZioYl1L2A+gHACHEdAAXpJTGUjqiDGb2cvITH15B1bo9UZdDzy+fYmo/8QzQ9PkD2HHwbMyPt5oA8PSST4x8rXTZ+eGzXcldFBFRAjxaXY65ZVNGhcNfffHQmKwlnoGYh852m9r+x7UuPP7zI1G/+754x1Q0uOJvRzYe+fwBbG9oiWovFkkA2N5wlsM8iYiIiIjCxPyXsZTyLENxykQe7xC27m/Gul3vY+v+ZkOXbS+ZNw3CxLXw+5o6FC+H/s27F02tNZ4Bmo0tXSnVX1wC+MbOIzpbsbkEEaW/0+3RF97dWJg7BiuJb/im2esaGprdir/7nqk9bXhPWu3IxqPQ72q910cCaO8dRGMLTyATEREREYXEVU4zPIzz6wA+gmBf8XBSSlkRz/6JUkk8Q7/yHNmoKnei3mDFG6B+ObQRAsFL7yvLCk08ajR332DMj00UvUrAm6/NS/KKiIist+u9i/jVkQsjXxcX5OCGa3I0HpE4zoLYj3t7qfnfQfH87guJL8xPL2avDIvnSjIiIiIiovEm5opxIcRdAPYAmIxgMH4CwAcApgEYAvB6jPstEEL8qxDighBiQAhxRAjxJROP/6wQYp8Q4rIQok8IcUwI8WgsayEKsWLo1/PLK+HM167gtqreWQJYVlUa1+XSl3qsCxYcNmHJc9OrBPyvwx9YcBQCgBuvmRD1ngkAN10zNlWrRJnE6x/9i6a9dxDvnDc2eNlqM68tgM8fQIPLjVePXkSDy214iOP8cifyxmC6sNn2ZenM7JVh8VxJRkREREQ03sTTZPDvAfwUwP3DX/+1lLIawO0ACgD8Msb9/hLA8uH9/x6AtwHsFEI8oPdAIcRfDT/+KIA/A/BHAJ4FwE8BFBczQ7/U5Dmysf+JhbizwhnVVkUI4JYbJlk2TK9mVjFW1cR3wcZ1k80FC5/5+PUojqgsLC7Iwdp7Z2J1zc2WPTetSsBLl1Ovyj1dfdA9oFi5eb67fyyWQ0Rj5D8PfYCqdXuwZMsBrHrxMJZsOYAF6/Zi455TugG53ZaFlTH2J4+VEMH2ZZmisqwQRQUO3ZPPAsHfyfFcSUZERERENN7E00plDoCncPUqVxsASCnfFUJ8D8DfAviNmR0KIX4fwL0AHpBS7hy+uVYIUQrgn4UQP5dS+lUeOxfAPwL4tpTyB2F37TGzBqJIHu8QGpqtGfqV58jGjpXz4fEOYefBc2i7MoCSiROwZN40vN7UjlUvHrZy6XGZkm/u8vkH55Xih1/8BBpbukYNjLPbsuDzB/DeBz3Ye6JNd0CYHq1KQAcHihERWeo3716MCl07egexYXcTjrR2Y/PSuZpXJ31t0c1453w36k62J3ahwxaUOzNm8CYQPPmwrKoMG3Y3aW5nxZVkRERERETjTTx/HecB6JVSBgAMAigKu+8EgI/GsM/PAegF8HLE7T8FcAOAeRqP/drwOn4Uw3EpzcV6mbcROw+ei2qfosbo0K88RzYeqS7Ht3//o3ikuhx5jmxLL2+uO9mO5+pcce2jsqwQzny7oW2L8q+G4FUVTtw/53pUVThHPoDbbVnYvHQu1t47E0URVeXOPGPHAPQrAZd8Mn2rBG+9aZLm/XfNcKKqXPlqA7Y3ISIlSu2QgGB7KzPU+n7vPdGm+7vGbsvClmWVwZ//Ee3EivId+LO5N5laixZnvgNblldatr90sbqmAotmlwBQf88XzS6J+0oyIiIiIqLxJp6SmnMArh3+/98H8AcA/nf463sAGJ8yeNUcAMellJGNmt8Nu79e5bF3AzgO4E+EEH8D4GYAFwG8COBvpZSafTCEECUAiiNu5ieIFOfzB7CpzoXtDS3o6L36FhcX5GBpVSlW11TEXR1ldohXrEO/QpdDu3u9cbcdEQC2N5zFqjiev92WheULputWoQHA8gVlusex27KwZvEMrKqpiKoqX/6TtwwNJtWrBLyxMH2Hb94z81p86iPXYVt9CzrC2vYU5TuwfEHZyHupdLXBltfP4Ie/1X+fiCgzOPPsWLqgDDsOnEN779UWU0UFOVhWVYqhgMTTe07FfRyjv2u0fv4DwN6TbaN+h6s+r3w7Zl47CQfOjJ73IUTw98MWjSHYSnz+gOJVTukmdPL5uToXtjecVXzP4/l7gIiIiIhovIonGK8DUAPgFwC2AHhWCPERBKu2Pw3gX2LYpxNAs8LtnWH3q7kRwWB7I4C/QTCsXwzgrwBMBfCgzrG/CuC7ZhZLY8vnD+DR7Y2oPdke12XeeswO8Yp16JfRy6GNkAgOa2ts6UJVhdY/myC1cGB1TQWOtHZj74k21cearUILVZWHe355JarX18Kt0cc9shJQac2VZYVwZAFe6y4Y0DVpQjYuD0QPXVW7XY0tC1izeAYeqZ4eFXyHBz2hqw3CzS29Jub1E9H48/Cd07Fm8Qw8tvBm0+2tzLS7Mvu7RunnPwB86Y5peKb2tO7jH5hXirWfnqV4gtBsIJ7ok+rJpnXyId2eCxERERFRssQTjH8XwBQAkFI+J4TIQzB8lgCeRLDfdyy0Po9p3ZcFYCKAJVLKl4ZvqxVC5AN4XAjxXSml1qeuZxHdwqUCwK/1FkxjY1OdC7XDPUv1LvNes3iG7v7UwuEl86bhyV3HDbVTiXfoV3gQHU9YEdLTr12BZyQcUKtCK7awCi00mHTltkbUN2tXAmqt+YF505CdbYPXqziKICHUwm8zoTgAVFybj417TkU9r037XFhWVaYZ1NxeymFqRBTkzHfgkerpANSDaLstC888cBtWbGsMztCI+GUzq6QAJy/1Gj5mT783rurrxrOd+hsBaGzpAqB8gtCo8JPqkdotPKk+VtTecyIiIiIiihZTMC6EsCEYio+UkUopNwDYEOd63FCuCp8y/F+tT05uANcBeC3i9v8F8DiA2wGoBuNSyjaEPR8AEJHNfCll+PwBbG9o0Q2LjVzmbSQcrip3WtLqQ4/e5dALZxXjPw6dN7w/rb7lZiruk1GFpjWYNPSa6q3ZitYAY+X7/3MCF3qi2/B09HqxYXcTDp/rwpZllYqv+TutPclYIhGlAXefF1v3n9E8IezzB7D6xcOKv9ekhKlQHAD2HG/DX//qaEzV1x7vEA6eMRaMHzijPeDaiPCT6mrMnFQnIiIiIqL0FesnC4Fgq5I/xNW+4lZ4D8ASIUR2RJ/xjw3/96jGY99FMBiPFMrPkthcgRKtsaXLUD9Svcu8jYbDmx66HYue2meq1UesjPRi1etDLhAM0kOPUWK24j5ZVWhalYBG1pyulELxcHUn2/Hj2tN4/FMzo+7TuzKAiDKL3gnhZ/aexr4m7XDYKLtN4OVD52NuaRbLgOt4qsW31Z8xtO22+paRNmFsTUJEREREND7F9Jf9cGj9YayP1/BfAAoA/EnE7csBXABwUOOx/zn839+LuP33EQzF37ZigZQazAaBatsbDYe315/F/icW4s4KJyIvJBACuLPCif1PLIyrii1SKIi+f871qKpwwm7LGulDrpchSADLqko1q+RDFfdaQhX3Pv/Yn1cyuubx7N9eb1Z8L7SuDCCizBM6IazE5w9gy36lcS6x8fmDv5H0TrCqiWXAtc8fQIPLjVePXkSDy234d1RjSxfcfT5D23b0efGdX76HqnV7sGTLAax68TCWbDmABev2YuOeUynxe5GIiIiIiOITT4r3EoBlAF6xaC2QUv6vEGI3gE1CiEkItj5ZAuB+AA9JKf0AIITYimBYXiGlPDv88J8C+AqCQ0CLEKxo/xSAxwA8G7YdjQNmg0Cl7WNpx6LX6iMZVtdU4O2WTuw/1aG6TfWMIs2BmFZV3CeT0TVbxWEDfP7UqkT3eP1483QHcrJtUUNH8xw2eJLYW52IUltPvxc9/V489dpJfHh5ANdNmoBv3TcL753vSfrPCq0KdrMDq098eAVV6/bE1Lals29Q9T4l8VTCk7Xi6WE/FtJtvURERESZKp407wiALwoh9gL4JYCLiMiQpJS/jGG/n0dwcOc/INhb/ARGD9QEANvw/0Y+r0gpfUKIewF8H8B3hh97BsBfIf7e55RiKssKUVTgiKulSKzhcDxDv6zg8Q6hQaff+QFXsA+r2gkEqyrukynZa8i22eD1p17QvPrFQ+j3Xa1UDA0dJSIK9ze/Oor2iN9xLxw4h0kTknciN0TrBKuZAdcAsK+pI+aw+kOdllVKrBjuTbEzMgcmlQLndFsvERERUaaL5y+z7QBuBFADYCOAlwH8Iux/L8eyUyllr5TyG1LK66WUOVLKWyNCcUgpH5ZSCillS8TtnVLKVVLK66SUDinlLCnlU1JKXu86zljRUiQdw2EA+MzGNzAU0H7mvoDEH/7oDdX7rai4T7ZY1hBP2xWP14/bpl4T936sFh6KA1eHjrJanIjCRYbiIZcHhhRvTzS136F5jmxUlZu7IinWti3XTjZXna4llVqNjVehOTAbdjfBHfH9HDoZ8pUXDqXMe5Bu6yUiIiKi+ILxhTr/WxT36og0rK6pwKLZJQCig8vQ14tml6i2FEnHcLin34vWrn5D257r7FcNIkIV90Z6jBfrDPFMllC7ECPy7DY8/qkZKCrIGXW72UrJFdXTsfbemdH7yUl+xaWaVGr1QkSkJl/j5+bzyytRmGeP+xjhYbVSH3Jnfo7uPowKv5qMEsPMkPBUkG7rJSIiIqI4WqlIKfdZuRAis+y2LGxeOhfP1bmwveEs2nuv9g4tKsjBsqpS1Z6mgDXtWJLtqddOmt7+e3/8sajbQxX3G3Y3aT5eb4hnyhLAYwtvxmMLbx7V43NgaAhf/mmj4d1MyrVjzeIZWFVTMWo/t06djNv/4f8wMMRYmojIiGRceRMKq7/zy/dQe7ItqpXFA/OmwZnvgLvPuivAUuVqsvEmljkwY/m3Srqtl4iIiIiCUqfskSgGdluWYnBpZMjRWIbDsQ5l+vCyuf6oWtuvrqnA4XNdqBuublJSM6t4pOJ+rIeONrZ0GW4X4vH6R/rZhve0feOU+nNVEgpy7LasqN64n5hWiAPNnab2R0SUqXoH1Vu4rNjWiC6Pz7JjqQ3NfHrPKUwvyrc0GLfqajIOaxwt3YaEp9t6iYiIiCiIwTiNC0rBpRGraypwpLUbe0+0RVX5hL7WasdiVrxDma6bZK4/qt720sC0M493CKtfPIyGZveo4WhP7jqOqnInnl9emZSA3Iqe8FrBjBK17X3+AE639ZraFxFRJitQaaXi8Q6hoVl7oHQs1FpZnOnoQ3lRPpo7+lR/79ttAj6/9u9Hq64ms3pY43gJ2NNtDky6rZeIiIiIghiMU0aLtx2LGaGhTLUn2xUr2TbsbsKR1m5sXjpX9Xjfum8WXjhwzvAxv3XfLNX7NtW5sK+pQ/PxdSfbMf/7e9Hvi67UlhKod7lRvb4W+59YmPBw3Iqe8Fb1lTdaGUZElMpuvWkSznf2wx1Wre3Ms+OB+aX40d7Tlh6r1+tTDG13HjwHA+doLSMAXO734fFPzcCOA+cUf+8PBSSe3nNKcz9WXE1mxd8F4fuyMmAfa+k2Bybd1ktEREREQQzGKePF047FDDNDmdYsnqG4j8m5DtxUmIvzBgZwTi3MVf3gZbQXJgDFUDycu8+LldsasWPlfN01xcOKnvBW9ZVnpVdQcYED7QonCApybOgdNNb2hojGzp03F+M/GltH3SayBC50GxvybMa6V07ir//rWFRoO3VKruXH0iIBdPR5MW+6M2oORej3vs8fwHsf9CT8ajIr/i4ArA3YU0W6zYFJt/USERERUVB6/HVMlAShdiz3z7keVRVOy3uKh4JoLaGhTD5/QHWbP/z4DYaOqbVdqOLZqiK9+mY3PF5zbUrMCvWE11uzVhVfrPvw+QNocLnx6tGLaHC5VVsCZBqlUBwAQ3GiNJAlgGfrXHBH/Dt293rxn4c/sPx4Zzs9Ucfq6B3E4XPdpvcV+bs0lsGePf1e1d/7oavJ1t47E0UFOaMeV1SQg7X3zow7ZLby7wIzAXu6sOJ3fjKl23qJiIiIKMiSdEcIkQtgCoBLUsrEpmNEaciqoUw+fwAvH2qNfqCClw+dxzc/PVPxw5fVFc9SAjsPnsMj1eWW7jfSiurp2Fbfojk4zZnvwCPV0wEo91o101de7dJ0Z749Ic/PCLU1ExGZERj+waEWpCaCFcf6/Y9di7fPdEe1QKmZVYyXD503vJ/JuQ7NftxWXk2mNLz6ndYey/4uMHIFWChgt6o9XDIkew5MvNJtvUREREQUZzAuhFgI4PsA7hi+6ZMADgshfgxgj5Tyl3Guj2hcsGook5ne1lofpBPR27LtyoDl+4z0/P4zmqE4EGzt8m/7mpGVJVR7rT7zwG3Yuv+MZl95AKqXprv7fLDax26ciPc+uKJ6/10znPD7gQNn3FGftmeVFODkJQ4DJaLxb+n86XjqC5Ojgma7LQu1J9sM/Y4synfgQLMba3Ye1u3HHetwbyAYiK/Y1qg4vHpmSYGpfcX7d4FewJ6KkjkHxgrptl4iIiIiiiMYF0IsAvAagKMAngLwl2F3dwB4GACDcSJYN5TJqoDdaC9MM0omTrBoT8rM9EV/ts4Frz+g22tVqxJw455TqpemJ0JAal9Q//6Fy+hUCOSlBENxIsoIU3KzFQPt5/Y1Y2lVKb50xzQ8U6s/NLRgQrbicM12hX7cWlXlgHI1eJ4jGx7vEO5aX4tOhZO5sfzcTvTfBakqWXNgQtTez1RdLxERERHFJ56K8X8AsEtK+VkhRDZGB+PvAPhyXCsjGkesGspkVcAe6oW5YXeTqf2pEQJYMm+aJftSY6Za3jvci9XIMDOtS9OT6diFy5r3K4XiRESZZHJ+Dp7ec0r1pGeZM8/QflrcHs37955ow4/3nta88mj5glKsfvGwYjV4VbkTQ4GAYihuVrL+Lkh18VTuG6FV3V9V7sTzyytHAnK9kyXJWC8ln5H3nYiIiNJPPMH4bQC+MPz/R+ZP7QBK4tg30bhiNIjWG8pkVcAOGOuFWZhnR5dHP5BdUO40VVEVCyur3PR6rZoJ4YmIKPHKnHk409EHQP2kp17gbcaPa0/DF5CqIfyP9p6Czx/9m1hKoN7ltmwd4X8XKFUzW/l3QabSq+6vd7lRvb4We791D7bVn1U9WbKabVLGJbV5M3zfiYiIxod4kqwhAGoT6EoAqDfLJcpAVgxlsipgD+1LrxfmsgWlWPTUPt1hl1uWV2quxwy1ihwrq9z0eq2m26XmkdS+v8qceZYGR0REeoy0vxIAsm1CMWgO+aC7P6nDhn3D00nVQnittVrpnpnFWLagFA9sOaBazWykhYyRvwsy1YptjbrV/e4+L+755zp0e3y6bdr4Go8fPn9Add4M33ciIqLxIZ5g/G0ASwH8WuG+PwXQEMe+icYdq4YyWRGwh69Jrxfm/icWYuW2RtRHfCAXIlgpviXs8uJ46FXk/FnljXEfI5JaAJ5jj+/DTTLDm0if+fj1OOByoyPsQ74z34HlC8rwSPV0fHXHYdQN904nIko0Iz8LJfSD5mQF0anmndYu1PxzneLVW6Fq5hMfXsHdM4vwelOHob8L2BLiKo93CA3Nxir8u4ffAyNt2ozg+5D6NtW5VOfNxPq+ExERUWqJJ836JwCvCSH+C8B2BP8+mCeE+HMEg/GFFqyPaFyxYiiTVQF75D7VemHmObKxY+X8uAdSaTFSkbPzQIslxwpXkJONBpc76n04ZXIoWp49Cx5fYOTrooIcPDhvGl440AJ3knuDXxnwIepFFMEf0HZbFp7+0ifwmY1voLWrP+qxRQUOtpAhIksJBH/2hAYiK4W2dp1q8UzW3T+ku01nnxe+IYm1987U/LsACA6WNtISIlNC250Hz4066R8PvTZtIWzNkR6MDn03+r4TERFRahIyjr8GhRAPAfhXAFPCbu4GsEZKuSOulaUAIcQtAI4ePXoUt9xyy1gvhyjKePngunHPKcsGgRohAOQ6bHBkSXQPXA20p+Rm4+G7ynF5wIfn958xvL8V1dOxePa1Ue/DA1sOGOo1myWAgIWZkFr4dPfMIhz94LIlA+GIiMz4s7k3ofZk+6jQtrggBzWzivHyofNjuLLxQQjg2N/fB7stS/HvgvAT0GoWzS7BMw/chuf3n8mY0Hbdrvex+XXjv++N2LlyvmqxQWQhgFp1P1tzjL0GlxtLthwwvL3W+05ERETJc+zYMcyZMwcA5kgpj+ltH1e5p5TyRSHEfwJYAOBaAB0A3pRS9sWzXyIyRqvSO10YrcixkgTg8foR2W27s38IG3Y3YXpRrqn9XT9pQtT74PMH0HTJ2KgFK0NxQP1y39ebOqw9EBGRQYs+UoJ//PzHokLbPccvMRi3gJTB6ucl86bh/Qs9I1d33Tp1Muy2rFEtIdTsPdGGP9i4H2c6omdRtI/TfsolEydYvk+tOSVszZE+zM6bSff5NERERJkq7j4IUsp+AHssWAsRZaDGlq6Ete9Qq8bSc6Yjus2I6jEEsGTetKjbE/m8iIjSzeRch+LJ3Pwca1pyEbD1jTN4ctfxqAGd86ZPwcmLPYb2oRSKhwsPbXv6vXjqtZP48PIArps0Ad+6b5alg7KTYcm8aVGvWbzUXoNYWnMAGBdXBqYjs9/L6fa9T0REREExfxoRQtytcXcAwZYqJ6SU+s0RiShjJarC5vfmXIfGlq5Rl+07Cxxw93otrUxfUO5U7LXOyiEioqCi/GCgp2RwiH8mWuVCz0DUbVICB5o7LT3OT/a78PPGVpyPmFXxwoFzmFqYi//5+l1pExLmObJRVe401PZMj0Cwp7va97rRE+YSwQr97/zyPdSebMuIljapqLKsEEUG/m7Ue9+JiIgotcVTplMH/eLLXiHEBinl38dxHCIaxxL14XlZVRk2LrltVKVV98AgVr/wO8P7mJiTjSuD6qGNM9+BLcsrFQeTpksoQESUaLOum6ga4u1678Mkr4bi1TXgR9eA8pVVrV39qHzyt2j8609hcq4jLWahPL+8EtXra+HWmL+Ra7eh3+fX3I8EsKyqVPX5mT1h/vKh86oDycdbS5tUZLdlYVlVme4MHL33nYiIiFJbPMH4HwL4EYCTAHYCuATgOgBLAMwC8LcAqgH8jRCiU0r5ozjXSpRQ6fDhbTwyU5FjtNJ7gk2MvH/hl+0v23rQ1Nrm3DgR57sH0NoZHQBMnZKLl78yHyu2NaKh2a146fqUvGx0eYaS1judiCgVnbx0BT5/cNBx5O/ZD7qiq5wpvfn8Ep/Z+Aa+UDk1LYZ45jmysf+JhVi5rRH1Eb/PhQheGfbsQ7fjmz9/B3tPtGkOzQy1P1ESywlz9iEfW6trKnCktTuu952IiIhSm5AxNtUTQvwIwEQp5cMK920DMCCl/IoQ4t8AzJdSfjyulY4BIcQtAI4ePXoUt9xyy1gvhxLE5w9gU50rLT68jVcb95zSrcgBALtNwOfX/5mV57Dhne9+Oup9+5NNb+LQ2W7D65o0IRuXB9QrxvXWk2vPQr8vYPh4RETj1Rfm3qTYFmJCtkBrN8Px8UorTEzFimelK8BC7dJ8/gCeq3Nhe8PZUW3aigtysKyqFKt0/l70+QOoWrfHkpZuofYd9d9elHKv4XgT7/tOREREyXXs2DHMmTMHAOZIKY/pbR9PMN4GYKmU8jWF++4D8KKUslgI8UcAfi6lzI3pQGOIwfj45/MH8Oj2RtSebE+7D2/jic8fwFdeOKRZkXPb1Gvwu9Zuw/vcuXJ+1JC3/++/3sWOg60WrNi4a/Ls6Pb4VJ9XzaxivNvahU5P6vTZnZCdhYEhBvpEZK1YByLT+LT23plpWfEczxWGRgsBjFL6W4cSg1eWEhERpQezwXg8v83zARSr3HctgLzh//8KgNRJfIjCbKpzofZkOwD9y1Upcey2LGxeOhdr752JooKcUfcVFeRg7b0zsaJ6uql9KvXy/Mv7Z8e1zlh0e3z45PRCRDUKFcCCCieeffB2PHxnedLXpcWrE4rbbZFPhohIn9rvWco8AsD2hrMjLXbSSahN2/1zrkdVhdNUOLq6pgKLZpcAUPyzwDQO+k6eeN53IiIiSl3x9Bh/E8D3hBBvSylPhm4UQswG8A8A3hi+qRzA+TiOQ5QQPn8A2xtadCvWQh/eeKlkYtltWVizeAZW1VQoVuQ0uNym9qfUyzPPkY0sAQSSnMa8daYr6jYpgXqXG1/799/hmQduG+lhmQr0Ygoj7WyIiIjUSADtvYNobOnKqIrnUCGAUmuOooIc1MwqxsuHjH9sMtq3nNXORERERMriCcYfB/A6gGNCiKMIDt+8FsAcAF3D9wPADQC2xXEcooRobOka1etUTaZ+eBsrkQMzQ8wM6SwqyEFlWWHUfY0tXUkPxfXsPdGGrfvPaHxQdsDj9cPj9Y/hKomIMstYnETNRJlY8axVCAAAtSfb4vpbJxzn6BARERFpizkYl1K+L4SYA+D/AbgbwcpwN4B/AfCvUsqLw9t9z4qFElnN7IexTPzwlkrstiwsqyrT7c0pASyrKoXdlhVVIeXuG9R87FgIvyJB6YPyUCCApVvfGutlEhFllHQLxfPsNnh86idQ7VkCvhR8UkYrnscjtUIAs3/rqImcoxOuo3cQG3Y34UhrN+foEBERUUaLp2IcUsoPAfylRWshSiqzH8Yy+cNbqlhdUzHSckRrWOoj1dOxcc+pqAqpyRPsSV6xvsgrEiI/KL969OLYLY6IiMbc9KJ8nOno0/y998Mv3oqvvngY9c1uyLCNhADmT3fixMUedPWnzsgfoxXPIVa0AkmXdiJG/9ZZVVOhuR8zc3TScQgqERERkRXiCsaJ0pkVrTkoufR6cy6rKsUj1dPx2I7DihVSPQM+Q8cRAHIdtqS2L1G7IoEnZIiIMlf1jCJsXjoXW/efUf29F5qBsmPlfHi8Q9h58BzargygZOIELJk3De+09mDJlgNj+CyiGal4BqxpBZJu7USM/K2jN/eGc3SIiIiIjDEVjAsh9prYXEopF5tcD1HSxNKag8ae3pDOjXtOqVZIGSUBPHp3Od4936NYsZUIagG40RM4REQ0/hxwueHzB7Bm8Qw8Uj09KvTOc4z+Uz7PkY1HqstH3TYWbcSuybOj2+OLq+LZilYgZveRKlXlen/r6EnUHJ1UeX2IiIiIrGK2YjwLo/++nQXgOgBnAXw4/P+XArgI4KQVCyRKJKsuV6XkU+rNabRCKkTrPX9s4c0AoFixVeDIQq83EOczuHpMrSsSjJ7AISKi8ccXkPjMxv34QuU0bKtvgbvvati5aZ8Ly6rKdCueL/UMJGOpI6bk2VH7FzXYXn825opnwJpWIEb38ePa08gSIuWqytX6kOuxeo6O1VX3DNiJiIgoVZgKxqWUNaH/XwhxP4AtAO6UUjaE3b4AwM8BPGXRGokSxorLVSl1GK2QCpmUa0dP/9X2KkrveaIHYhq5IsHICRyzrNoPERElVmvXgOLJ0Y5eLzbsbsKhs114fnml6u+Rook5iV7iKB+76RrkObLjqni2ohWImX08W3saXr9M6pDKRIbDVs7RsXKIZ7q1tSEiIqLxL54e408C+LvwUBwApJT1Qoi/B/CPAHbFsziiZIj3clVKHWYrpL7/uTmYkp9j+j2fW1qIKXnZ6PToDzKzZwn4AjKuKxL0TuDUzCrGy4fO664l5Atzb0Ldyfao/dwzswi/OPyB4f0QEdHY29fUjh/tOYX/9+lZij3GO64kt5XKvqb2uAc6WtEKxMw+vH458v9H3gdYO6QyGeGwlXN0rBriaWXATkRERGSVeILxWwC0qtx3DsDsOPZNlHSxXq5KqcNshdSU/BzN91zrw+vs6yej3uXWPcZjC2+GLUvEfUWC1gkcAHjlvYuGhoXmOWz4/uc/BgBR+/m/Yx8yGCciSkOb9rnwVksnDp7phAxLL5/cdRwziguSuhYBYFtDC4YCEjsOntUNf5Uqp2NpBRK5Hyt7q1s1pDJZ4bBVc3SsHOJpVcBOREREZKV4gvFLAP4EwP8p3PeF4fuJiJLGygopvQ+v7b2DcOY7RvV7jbRodgkeW3Qz7LYsy65IUOutbsV+PrSwD609C/BZ04adiIh0+PwSB5o7o26XEmhq603qWiSCbV6e3nNKM/x95oHb8Pz+M1Enn4sKHFg4q8TUMfccb8Nf/+roqP1MnmCP41mMZnZIpZpkhsNWzNGxaoinlQE7ERERkZXi+YvjWQArhRAvCyE+J4SoGv7vLwD8+fD9RERJE6qQ0uuVbaSvt5EPr+4+L+6scKK4YHT/1uKCHKy9d+aoiq9QEH3/nOtRVeHUrM5qcLnx6tGLaHC5DYXejS1dhqrFAcDj9aOxpUvxvmsnTzC0j5DPfOx6FOWPrtIvynfgz+bexFCciIg0w9/ff3o/NuxuigpeO3q9ePnQeWRFpuoqbELg5UPn4Y7YT8+AT+URsTNbyR4uPBzWEgqHYznpHS7Uhm3tvTNRFPF3SpHC3ylKrBriGQrYjfx9FgrYiYiIiJIh5opxKeUPhBB5AP4SwOeHbxYABgD8o5TyBxasj4jIFCsqpMxUNjVd6sW+v6zBO609cVWDx9Nz1KoPrs58cwPaHpxfih9+6RNRlfB7jl/Cf5joeU5ERJmnxe3RvD9gcCK0Xyr3B08Esy3bwllVfW1GvHN0rBriadXfKURERERWi6eVCqSUfyeE+CGABQCmAHADOCCl7LZgbUREpukNqgzv663U19RuyzL94fWd1h7dD69qxwrdF0/P0Vg+uCoNaLt16mQIgVH9adUIAdw6dbLq/omIiFKJ2slyw4/X+L1nRKLCYa2/L+JlVYs6qwJ2IiIiIqvFFYwDgJSyB8D/WrAWIiJL6FVI+fwBbNxzSrU6u7w439TxtD68GqkEj7fnaGVZIfIcNkPtVHLtWXh6T5PigLaPXj/JUCgOBMPz7/76GGpPtkU9rwfmTYMz347OPl9SKviIiIj0TMq1o6f/anuVooIc1MwqxssGr3CSEoZOhAPKYbXV4bCRvy8AxHw1GmDdEE8rZ8AQERERWSmuYFwIUQzg/wGoAeAE8Dkp5TEhxFcAvCWl/F38SyQiio3aoEq96uzbpl5j6jhqH16NHOvwuS68d747aQOp+n0B1QFtxy5cNrWvlw+dV3xeT+85helF+XD3Wd/flYiIxpbdJuDzy7grsJPt+5+bgyn5OVGtv4wG44B+FbdWWG30pHF4OKxWDW707wspgX1NsV2NFmJFizqrAnYiIiIiq8UcjAshpgN4E8BkAO8AqAAQalD7cQDzAXw53gUSEVnJSHX271q7keewod/rj6uyycix6obv16PVc9TM8E2rqT2vMx19mF6UjzMdfaofpEPhChFRJrtukgOXrnhHXbEjBDB/uhNvN7sxNHZLU+TzS3xh7k2oO9ke1a7swfnT8EJDS0qeGHXYRdTvTyuruPXCaqMnjSWAB+dN06z09gekqb8vjFyNptRiLc+RbapFnRYrAnYiIiIiq8VTMf4DAN0AKgG0AQgvoXgDwN/HsW8iIsuZGaoJnW1C96tVNhk9llnuvkE0uNyjqsdScUiVAHBlwIfHF8/AjoPnoj5IL5xVzAGdREQAPrwc/TNcSqCh2T0GqzFm8UdK8P3Pf0yxmvlAsxtuhSuTxlrdiXbc+5HrR90WavFhZK5IsU6LDyMnw42cNK6ZVYzftXZrVnrbbZH3xEYA+NmbZ/Cmq0OxxVpVuRPPL69EniM7riGegLkZMERERETJEk8wvhjAainlBSGELeK+iwBuiGPfRESWMzNU0+P147ap1+B3rdFtToxUNhk9llnf+eV7uDxwtX6weLhHaqqRADp6vZhX7sRji26O+iD92rEPGYwT0biT6u1ErDI516Haruyd1u6xWZSOtiuDUbfZbVn40h3T8Eztad3Hf+mTU1VDWzMn3rVOGi+rKsVQQOLpPacAhX2FvrbqaisJwO3xKZ7IkBKod7lRvb4W+59YOFI9bqTHuhq9GTBEREREyRZPMD4BgFo5SD6AQBz7JiKynNnK6hXV09Hc3hdTZVOiqrjDQ3EgWD328qHzcAy3JbEykLGif2xPv1fxg/SF7v44V0dENPby7Fnw+K7+yVtUkIOP3jAR+5o6xnBViSUEcOvUyYr3HWx2o9+Xmh8Brps0QfH2g2eMVeYf1KiCN3PiXeukMQBUrdtjaD3J4u7zYuW2RuxYOd/Q9mp90cPFG7ATERERWSWeYPwkgE8B2K1w390AjsaxbyIiy5ntJTolPwd/8PEbYqpsMnusWIWCaq/FvbrvmVmE9y9ciTohUDOr2NSgMrXXoXdgbHqiExFZ6fUnFuLUpb5Rvx/+79iH4zoYlxJ4p7UHt06dHNWT+tDZ7rFenqpv3Tcr6jaPdwhvt3QZevxbLZ3weIeQ54j++GT2ZLjaSeMGlzshV5vFq77ZrfrcQ7QGjy6tKsVqtkkhIiKiFBRPML4FwAYhxAUAO4Zvcwgh/hTAVwF8Ld7FERGpURsSpSXUS9Td6zU1VDOWyiYzx3IWODDnxsmoGx7YFWuVtsOWBa8/EHeltxDApofmwm7LUqxmqz3ZZvo1jMTPxkQ0Hpy61Bf1+2FKfo7K1uPH3/33UTS19Ub1pL7pmtyxW5SGqYW5iidqt9WfMbWfbfVnsLpmRtTtVg3xdPdFt3tJBVICOw+ewyPV5Yr36w0e3bC7CUdau7F56VyG40RERJRSYv7LREr5LIDtAH4I4MPhm98A8HMAO6SU2+JfHhHRaB7vEB7YcgC3fPc1fO+V49j8+hl875XjuOW7r+GBLQfg8Q6pPtZuy8KyqrK4hmoaZeZYy6vKsGVZJdbeOxNFBaMDlUm5dsPH9PoD+MLcm6L2UVSQg7X3zsRNhcYCi6mFuaN6id4/53pUVThht2XBbsvCg/NKDT2vB+dPU30Nby9VH2BGRJQu2q8MYOv+Zqzb9T627m+GxzuEyrLCqHBwvDl5aXQoDgTD09au1GyT9YcfvwEe71DUe/X6SXMDTtW2D50M13vfBbSHeF7qGTC1nmRqu6K+NiODR/eeaMNzda7ELI6IiIgoRvFUjENK+agQ4icA/gDAtQA6APyPlLLeisUREYXzeIdw1/padPZFX2asNCRKyeqaChxp7cbeE20xDdU0w8yx1AZSdfYN4rF//53hYy7+SAm+//mPKVZ6/8xgZVzf4BB8/kD8VV0a6fn8cifyHDZ4vGypQkTp6xsvHRn1o+7JXccxt/SajBjAmU627G/GptddURXuE3PMfRQKqIxQCp0M37C7SfPxeifeiydad7VBdhYwZGG795KJyj3azQwe3d5wVnM+CxEREVGyxf1XiZTygJTyb6SUj0opv8NQnIgSZcW2RsVQPFxoSJQauy0Lm5fOVazODlVWW3WpbyzHiqzSNntJ/uRch2Kld2NLF9x9PkP7cPf50KjSc9XnD2DHwbOG9rPj4Dn4/AH4/AE0uNx49ehFNLjcI6H7SpVLsomI0kVUdawEGlu6x2IppMEXkIoV7pEDrfWUO/NV71tRPR1T8rVbqkzJd+CR6umq97dfsa6VipWhuBDAknnTFO8LDR41ciVZe++g6t8XRERERGMhropxIqJk8XiH0NBs7JJnvSFRatXZRoZqmhXvsWLtix4plsFgSkIfgI1o7x3Ed375HmpPtikO4vrKPeV453w36oYvvyYiIkplVTcXqd63+f9v787jo7rve/+/v1oGkMQqCRsvICQWx8ZxbEiFiHEEmFvfNE3bpEl+eCMtxrFDnPhe9yZ1b3u7uXF82zqx48R2bDfBMSG5btI2bt2kGBAmkSAWeAnERlhCLDEGNKySAI1G5/fHaPBo5szMOTNnNs3r+Xj4gTVzZs539nM+38/389nSlXTy/njfgL79cpfuvXGO7fU1HmaMe2lRfXXcYyqvji8AAABywVVg3BjT5WJzy7Ks9GsRAIBCTZ+is73iCTeJun1RXcJgdCpNNVOV6r68Wp7tVWMwtye0z+84lLAR17duuU7PbN2nta3d6okIKNRU+rTkiql6fschx/uaOn6Mjtpk2102aZxO9p5Vb4LEwHGl0lmqugAAEoiXER4IDumprc5Ok779cpfWLJll+3vd42HGuFfKS42+det1ca/36vgCAAAgF9xmjP9asWVyP6JQ081TXg0KAKIlavpk5z93HdbjWzptM5XvLrD6ll7URfcq8zyVE9pEjbie2bovbka9JP3Hrw47qkNeYmQbFJekQyeTN4MjKA4ASCbe7+f2Lr/jnhn9A0Ft7/Lr+tm1MdddPNG+jncuBYKWnm3dr3uWzba93qvjCwAAgFxwFRmyLOujlmX9bvg/Sb8/fNW9kZdHXA8AnojX9Cme9v0n5Y8q+RHOVP7s93YoEPSw+GaGua1VHq+m9+1NdY5qgCbKPF9QN1nVleUePKr3GnGFxxddF92NITrdAQAyrO+8/dKjHftPurqfeNu77SuSDZG/1Xa8Or4AAADIhXRrjBOKAJAVKxqn64EX33RcTkVKnKn8REtn3OynfOSkVnkgOKTHWzr1bFu3bab8HYtnpp15Xl5aorkXT1Brp7N674lENuKyKzPT3n3CcQYeAACZFn/VlNtTIvvtw5PPTptlOxXvN9+JZL/Vkjcr2wAAAHKBKXsABaHCV6amem/qgSfLfspn8TKrA8Eh3flsux7e0BE3U/7z339Vj918rePMczuB4JD2vHvG08cUr245DboAAPmivNTELQNy3Qx35UHibV9eWqKVi2a6Hls85SVG99442/Y3/2PXTHN1X4l+k92ubAMAAMgX6WaMA0DWPL1ygRY/tFn+vvQCpk6ynwrN4y2d2rznmKTUa3o7OWFt7z6R9vMfbeI4nwLBoZjx0KALAJAvAkHrQumvaAvrq1XhK3W0yqnCV6qFCSb6I7Ov0xUYsnTnDfVas2RWzG9se/cJ/eT1w47vK9lvspOVbQAAAPmGwDjgkl0AjwP+7KjwlWnrl5do9dp2tXb5R5RVMUaae1GV3nq31/H9jZaM5EBwSM+2dSddGh3OlL9ruPloKpMC/j77BpepMJKqK33a1uXXPet3xpR/ublxusaVl+hsoPAy+wEAo8/67Qe0anF9zOXlpSVa2VSnx7d0Jr2PzzTVJTxuDGdfP9HSqWfb9utY73u/u7VVY3TVJePV0tHjeszRv/mZapqZ6vEFAABALrgKjBtjrou6qHT43yuMMTHbW5a1M8VxAXknWf3mu4eDjcisCl+Z1q1eqP6BQa3ffkBHz5zT1PFjtaJxul4/eEorntrm+L5GS0Zye/eJEe/JeLzIlD9y6lxKt4s3nvHjyvXIxr0x1x3rPa9HNu5VSexPCwAAOXH0TPzfwFcPnnB0H68ePClJtscxFb7QqVmi7Ot/+NlbrgLj8cYcbpr58IaOhLePbJrpJDmEBBIAAFBI3GaMt8s+IfF7UX+HExdLbbYFCk64fvPmPccUHacL129+7eBJ6idmUYWvLCZrK1PZT/nObeZ7OpnyF08c6/o28Rpxzayp1L6evoS3HaLFMwAgT0yqKLe9vH9gUNv3HXd0H9v2+fWpJ1v1SveJESvfHnjxTTXVV+vplQtGBMijJ7Knjnf3O5xoe6dNM1ctnqlHN+5NmBwiaVQnkBDwBwBgdHIbGP+jjIwCyHNO6zc/0dKpe5bNzurY8J5Usp9GA7eZ7+lkyk+pHJN8owifnH+ZWvYcG7EUvKZqjG5pnK5n2/alPA4AALLP2AZI128/MCLInYhlSb/cF5tdbllSa6dfix/arK1fXnIhOB5tReN0PfDim472Z0xo+3gSlW2pqRqj25tmaNXimVqzbmfC5JCdB0JB/i0doy+BhBWjAACMbq4C45Zlrc3UQIB8lWr9ZuSG0+ynu4azm0aDbGbKL6ibrOrKcvn7Akm3ran06Ssfv1qSbJt+fd2mhEoulRgy1AEA8f3X7iN65uf7YgKkM6rHebYPf9+AVq9t17rVC22vr/CVqam+Wq2d/qT3tai+Om6APSxZ08xHN+5NmhzSMnx9om0KMYGEFaP5h8x9AIDX+BUBkgjXb04WL4us34zcCWc/3bd8jmqqRmY311SN0X3L54y6E5hwpryT92i6mfLlpSVauWimo21XLgo1GAsvBb9p3jQ1NVSrvLRExxLUac2VIUu65vKJuR4GACBPvXrwpPxRPT16es+rff9JT/fT2uVX/8Bg3OufXrlA1ZWJV39VV/r01MoFaY0jMjkkXeEEkkAw/xpqB4JDauv066e7Dqut039hjG5WjCKzAsEhPbpxr5oe3KgVT23TXc/t1IqntmnRg5v06Ma9efm+AgAUBrelVICik836zfBGsuyn0SibmfKR+4on2b5e6XZWizXbmufU6sYrLopZUl5bNUZXXTLeVcMzAED+iPfb6Fa8AKmXLEtav/1ATC+VsApfmbZ+eYlWr21Xa5d/RFkVY0KZ4k9F1CpPJFGpkOa5tY6aezvhRQNwryV67Dc3Ttdz21gxmg/I3AcAZBKBcSCJbNZvhrfsmlalohCWbTqpE+rVSVuifdU63NeYcu96M5eXGgWC3oQmSoyJO6nyX7vf9SQwbiSN85WqfyCY/oABAI6MH1um0+fey8KurvRp3qUT8nbC8/DpxCuryktL1FhfrTcPn9Lx/vce15Rx5Wqsr3b0e58s4Pj8jkOpDD2hbCeQxDuGS/bYH3FY7i0fA/6jDb2eAACZRGAcSCKb9ZuRXwqt4VI2M+XT3de0CWM9G4tXQXFJum5G6PNrN6kycVy5J/uwJF196URt35efWfMAMBrF/FIYad6lk/I2MH4+EEwpqHu8P+A4g9ZJwNFr2UogSXYMFxyyPH3srBjNDHo9AQAyjcA4kES4fvPDGzoSbudF/Wbkj0JetulVpnwm97WicboeePHNEcu/c63CV6qF9fEfS7pDDZ/UNc+t1fau5E3TAADeOXNuZM1uf++AHtv8do5Gk1xP73kt/MpLI5pd11T6dPuiOkdB3cgMWrsAuyRHAUcvGZOdXh5OjuF8pcbTx86K0cwI93pKhsx9AECqCIwDDmSzfjPyA8s2M6vCV6am+mq1duZPgPjOxfUJJzmO97nLBqvylah34L1mUNWVPq1cVKerL5ugluH3FgAgN/JoXtbWf+46EnNZT9+AHt7QofKS5DXSjaS1bd0aHLK0bvv+jNYPd8qypNcPntKCuskZXdnm5BhuwMPVZtkK+Bcjej0BADKNwDjgQDbrNyP3WLaZHU+vXKDFD22W32XAOROa59ZqzdJZF/7uHxjU+u0HdPTMOU0dP1YrGqer3WXD0MGhqAtM6P20c/+p9AcMAChagejfFxuWpJ7eAT2ycW/W6oc78f3t+3XP+p0ZK1Hn9BjOS+GAP5nK3qPXEwAg0wiMAw5ls34zcotlm9lR4SvT1i8v0eq17Wrt8o8oq2KMNPeiKr31bq9n+/tQQ7X2vHtGPRGB+JrhLO7w5Eb/wKDuWNuutqjxPPDim7p4vLu66OeiIuP+3lCmX111RVqPIxWfuO5Sbek4NuJ9XVPl08qmOv3wlYM6dPJs1scEAMiObNUPd+KFNw5ntESd02M4r43mTOVcNqGn1xMAINMIjAMuZbN+M3KDZZvZU+Er07rVC3Xq7ID+4Wd79O7pc7p4wlj9yW/P1a/fOaMVT21zdX+JSh09edt89Q8MxuwnnF3UPzCo6x/abFsyxbKkw6fPpfw4FTGubn9/WveTiuVXXqSvfuL9tjVmv9u6L+vjAQAUr0yWqMvVMdlozFTOhyb09HoCAGQagXEAiMKyzeyJd9L1011HdHPjdFVXlut4XyBpllB1pU+3Ns3Qum0HbEsd3b5ohlb+0y9japp/b9sBLWqo1tMrF+iOte2u64gXinjv0fbuEyMauwEAkCtelKjLxTHZaKwxnk9N6On1BADIJALjABCFZZvZkeyk65GNezWzpjJp4NaStHJRne5ZNltrlsyKyYoOBIf0oa9u0ol++/tp7fQnvL7QjS0z2tblj6npWlPlU1M9q18AAPHVVVdkbaWTFyXqnB7DeWk01hjPpyb0uer1lMsSMgCA7CEwDgBRWLaZHU5Ouvb19GlmTaX29fQ5yhKyK3V02zPbkwa9R2tQXJLOD1p6ZOPemMt7egf0whuHczAiAEA+qR0/RsfOnI+5/PLJ43SqP/byTEunHIrTYziv+fucPU9Ogq1eBWRTvZ98bEKfzV5P+VBCBgCQPQTGAcAGyzYzy81J15lzAd27bLbWbbcvk5LohKx/YFDbuo57OvZCk8smawCA/GYk26C4JB08kZvGzOmWQ3FyDOe1I6cS9yFxEmyV5ElANt3Abj43oc90r6d8KiEDAMgOAuMAYCNXyzaLhZuTrp7eATXWV2vN0tgyKcme/+fa9ns0Yu8YSdVVPs27dKJahk+8CF4DAHIh335/aodL1KWTNZ3sGO6Wxul6bvt+T8utXDxxbNzrnARbdx44IcuStnQ4C8j2Dwxq/fYDOnrmnKaOH6sVjdNV4SvzJLBbzE3o86mEDAAgOwiMA0Ac2Vy2WWxSOelKJUvoV7856Wr7bLAkrWyq013NDbYn7ZXlpeoLBHMytmxl1gEAYOdTCy7zJGs62TFcSYnxtNzKlMoxca9zEmxtGb4+0Tab3jqqR1/aqx0HTqityy8rYsMHXnxTTfXVum765LQDu8XahD4fS8gAADKPwDgAJJHpZZvFKFsnXWPKSlO6XSZNqfRp1eKZcU/aj545py/+4LWsj+vyyeN06OTZmMj4VdMmaPc7p7M+HgBA4Sgx0lCCaOKEsWU6fW4w6f08t22/Tp0b9KyMRbxjOCflVpxODpeXmLiN2J0GW516bPPbtvdjWaFm4m2d/qT3kSywW6xN6PO5hAwAIHOY4kSMQHBIbZ1+/XTXYbV1+hUIDuV6SABGmfBJV/SJbzSj95ZVp+Kj11ziavsqX+KfxXHl6Qfaj/cN6Nsvd134O3zSftO8aWpqqNbU8fGXY2fSwRNnR2SfSaET7d3vnFZ5abJXCgBQzMaUlaipfkrM77qR1DhzsqOguCSdGt4uWbazlN45S7jcyn3L52hKZfmI66ZUluuepbMcB7IDQ5YCwSHb8YSDrV6tvkp2P072Ew7sbuvy2z5/4QamTvY1mprQF3MJGQAoZmSM4wI6cAPIlvBJV7JlzOmedH1oVo3KS40CweSniuWlRr+4f5k+99xOtUYtUTZGWlRfrUdWfEC//bWt8veldzL07Ze7tGbJrISZWk6ylrLFyfMHACheZwNDarNpdm1J2r7vhGf7MZLWtnZrcMjSuu37025S2dbl1/G+wIjLj/cF9MLr77ga193P7dDud07HjGdh/RRX95NNn1u3U2ciJiwin79ibEJfrCVkAKDYGSs6PQwXGGOukrRr165duuqqq3I9nIyKbtQS7+CHDtwAvBIIDumz39uR9KQr3e+df/yvPfrGpreTbveFpbP0P//bXEmK29Tq0Y17PatJ+tyq39L1s2ttr3O6n7qaCnX39Me9PtnSdjfC90UdcgBAPkjn2KF/YFDXP7QpJiieifEUiujnT5JtL5TaUdqEPhAcUtODGx2XkGm9f+moevwAMFrs3r1b8+bNk6R5lmXtTrY93+SQ5K4DNwB4IXIZc03VyKZVNVVjdN/yOZ5Mxn1h2Wx9eI59ADrsw3NqRzShqvCVadXiet3/kSu1anG9KnxlI+qEemHH/pNxr7u7uUFLr5gqSbbL0qXQieuLX1g8/PyNzFqqqfLpvuVz9LnmWR6NNhQU/8R1l9q+Vp+47lLP9gMAgBPpnLP88Xdf8TQonmg8hSL6+Qv3Qnnpvht028LpWn7lVN22cLpeuu8G3bNs9qgLChdrCRkAKHZ5V0rFGFMl6QFJn5I0RdJbkr5qWdYPXN7PA5L+t6TdlmXN83ygowgduAHkSrwGlAvqJnv2PVNeWqKnVy7QEy2dWhtVKqqmyqeVTXWOvtecNmVyLv43bnjSwG7M1VFjTvT8BYJD2vXOKbUMT3yma/qUCrXevzRmXxvfPKIf7fyNJ/sAACAdyc5Z+gcGtc2m7Ave82zbft2+aIbufm6n2qLKyz23/YCa6qv19MoFqvDlXTghLcVYQgYAil0+/pL9WNIHJf2ppA5JN0tab4wpsSzr+07uwBjzAUl/IulIpgY5mtCBG8gf4UZNmQgQ57NwA8pM3n+6AXivmyxdNyN5Q1FLUkzJMys2pB7v+SsvLdFTtw9PCrR2qyeiNnpNpU+zLxqvti6/i1Eb231VjsnHwwkAQDFKds7y3Lb92R+UC/lQkuVY73ktfmizbdNUy5JaO/1a/NBmbf3yklEVHI9MTIguIVMzSkvIAECxy6tfMWPMRyQtl3SzZVnrhy/ebIyZIenvjTE/tCwrmOQ+yiR9R9KTkq6RVJPJMY8GdOAGco/mt9mRTgDeyyZLFb5SLayPP47ovg+R/H0DenhDh147ePJCqZlEEyqJJgW2d/ldBcbnz5hke7lX5WUAAPBKvHOWNw6dyvJInKmp9OnWphl6rm3/iIns6kqfVjROd9QvxUt2QfFI/r4BrV7brnWrF2ZpRNmRjdWMAID8kVeBcUl/IKlX0vNRl39H0vclNUpqTXIff6pQCZb/LenfvR7gaEQHbiC3EgVBe3rPxwRBkXl2geYFdZNVU+VL2pTJiTsX1yd8LZ32ffjm5rdVYoyjCRW7SYHG+mpV+ErVP5BwzllSKJjfGCeY33s+8cmzG1MqynX1ZZO0pSN+M2gAAJKZOM5n+3s+tqzU1f1MrRqjY33nR5QTMUa6ctoE7X7ntGfjvXXhDJUYY9tc5I1DJz3bj5dau/zqHxgcVVnjYZlezQgAyA/59gs2T9KblmVFn2G/EXF93MC4MeZKSX8u6eOWZfUaQw6bE06DPeEO3Avqki//B+Ccm+a3kQ0i4b1kmfu3NM7QIxv3prWP5rm1WrM0flNMN30fvrX5bQ0ErZQnVMpLS7Tq+pmOstDuuH5m3Ox0LydMj/cHdO3lk7RgxmTbZcyLGqr1b6+/49n+AACji1GoH8e2Lr/uWb8z5vf8+tnugp3/95NX67dmVmv99gM6euacpo4fqxWN00OB0wc3OjqHKi8t0UBwKO6Eb/PcWr168OSFSeFI/t4BbenocTXmbLEsaf32A1q1uD7XQwEAICX5FhivltRlc/nxiOttGWNKJP2TpB9blvWi2x0bY6ZKqo26uCi6aoQ7cD+8oSPhdnTgBrxH89v84SRzv3lurZrn1qplT/xs5ua5tfrAZZP03Lb9MTW9Vy5K3ujTTd+HgaB14f+jr5OcTaiUOJxEtizp0Y17bScNbm6c7jjzPBkjad32A2q9f6ntMuZtXX4C4wCAuCxJ48eW6ZGNe21/z//lVee/ISVG+tCs0CnilZdM1KVnx2niOJ/KS0tcnUN9bkmDSo2JW7d6cMi6MPEe7zc9Xx09cy7XQwAAIGX5FhiXEv/2J7ruf0qaLeljKe73c5L+MsXbFjw6cAO5QfPb/OEkc79lzzHde+NszZ9un80c2ZRpzdJZKdWm9LqPw9q27rjB+EBwSOu2O2tC9uTLXRoIDsVcfqz3vB7ZuFelHi3Sin6vR7/f+zws2wIAKDzlpUaBYPzTwrrqCu3r6ZeUfpDZSHps09tat32/7UqyOxbPdHQOtWbJLJWXlthO+EpS04MbC7Zc2NTxY3M9BAAAUpZvgXG/7LPCpwz/e9zmOhljpkv6G4Xqiw8YYyYNX1UmqWT47/OWZZ1NsO9vKba2eYOkf3M08gJHB24gN2h+mx/cZO6v2xY/mznyOzLV2pRe93Ho6R2IO6HidGJGkm1QPFKCGEVK4r3Xx5bzOwQA+aSuukLd/v6s7a/SV6qTZ+NPkh464d1YgpbiZp6HS5Y9dvO1embrPkfnUHbHBm2dfse/xfnGGGlF4/RcDwMAgJTlW2D8V5JWGGPKouqMXz387644t6uXNE7SI8P/RTsxfPm98XZsWdZRSUcjLyu2GuV04Aayj+a3+SHVzP1MZO972eQzzN933vbyfJ5oifde7zjSm+WRAAA+WDdJ7ftPxjSgbJw5RXuP9GY12zlRUFySBhPP46YkUcmyZ7buS+scysvf4skV5Xr/cAPrdEwYW6bT55Kv0FpUX+1Z4027HiacgwIAMi3fAuP/Imm1pE9I+mHE5SslvSNpe5zbvSZpic3lX5c0UdIfSTrk1SBHOzpwA9lD89v8kE+Z+05rlrpx5JR9/c/KMfl2GJD8ve7vtQ/yAwAy55XukzGXWZa0rct2QW/RiOwB0z8wqBd/9Y7ePX1OF08YqysvGe8oocHLpIerL5uox2+9zjaDvbZqjD654DI9tbUrYSma8lKj//ofi/U7j/5C/r74xzvVlT49tXJB2mNO1vj8blYtAwAyKK/OiC3L+k9jzAZJjxtjJkh6W9IKSTdJutWyrKAkGWOeUShY3mBZ1n7Lsk5Kaom+P2PMSUlllmXFXAcA+YDmt/khl5n7dhlSTvo+uHHxRPv6n/m4LirZe51apgCAfBFeSbboq5t07MzIidvvbTugyyeP079/4fqExw1erhR7uaMnYQb74y2dCYPikhQIWnq+/Tfa+uUlWr22Xa1d/piVAovqq/XUygVpZ4s7aXz+2sGTevK2+RwDAwAyIq8C48M+LunvFKoZPkXSW5JWWJb1g4htSof/y8dzegBwhea3uZeLzP1kGVKJapY2z63V8zucL4SaUjnG9vLeHDSyLDVGQctK+b2+onG6/vY/3szwKAEAcC46KB528MRZLXjgJbX/+Y1xg+NerhSLzGCPXgUc7qfiRPg+1q1eqP6BQa3ffkBHz5zT1PFjtaJxumflU5w0Pt/01lE90dKpe5bN9mSfAABEyrvAuGVZvZK+OPxfvG0+I+kzDu6r2atxAUCm0Pw291LJ3E+nFqabDCm7jC9J2vTWEfn7Akn3VVPpixvIz0XN+qBl6VPzL9PmPcdSeq+Xl5aovNQkzXgDACAfBIKWfvcbP9fLX1oadxuvVopF90KJ5KbhduR9VPjKtGpxvcMROOem8XlksB8AAC/lXWAcAIoRzW9zz2nm/qrFM/Xoxr1p1cJ0kyFllz1dXlqilYtmOsouW7moLu54wpnyTk+UvbL0fVP1dx+/OqX3env3CYLiAICCcuD42Qu/d3aSJUk0NUzRT14/7Hh/dr1Q8qmfipR643MAALxEYBwA8gjNb3PHSeb+qsUztWbdzrRqYbrJkHp8S6e+27pvRGZ4OAB/x+KZFwL58SQrS1JeWqJbGmfokY17E4zEexPH+VJ+r2f6RB0AUjG2zOjcIJN2XvGiv0a++Yef7dHf/v7Vca9PlCTR3n3CVWDcLgDvtuF2pht051ugHgBQnAiMA0AWZLI+I7yTLHP/0Y17066F6SZDqn8gqP6B4IjLIwPw8eqQ1+ZpCR4varTnovwLACRDUNw7n7juUr3c0RMzQf3JBZfpWy2dORxZet45dU7vnurXmnWvqqfvvGoqx+ibt1yriydWjNjObuJ4Qd1kVVeWuyqhFl3yLTg05Gq8mW7mlcvG5/kmnfJ8AID0EJUBgAzqHxjUHWvb1dbllxVxzvzAi2+qqb5aT69cQIA8D9mdlHpVCzPdjKfIAPwzW/elVYInEBzSuu37s5aJF1mjPVVOG6UCAArT7197qb76iffH/K4929qd66GlZfNbR7XwwfdWee33n9XCBzdrTFmJtvyvD8cEyCOVl5Zo7sUT1NrpT7qf2ReN1+MtnfruL7p0vP+9JttVPne/vZlu0J2Lxuf5Jlkjdifl+QAA6eFbFgAypH9gUNc/tFmtnSOD4pJkWVJrp1+LH9qs/oHMnnjAG+FM72TB2HAtzO1dfrV1+vXTXYfV1ulXIBjK1PIq4ykcgA8Ehy4E8m+aN01NDdWOT6KcPiYnrp9drea5tRfGFj1WKXlpFyfCjVIJigPA6NR3ftD2d+3omXO5HlpahuL8cJ0fHNLCBzfr3VP9kkLB0ujjh0BwSB1Hzjjazyvdfj28oWNEUFySegfcZYxnOkPb6e+5F5Pq+SjciP3hDR3yR60kDK8O/Oz3dlw4fgQAZAZpigCQIXesbdfxvsTZwf6+Aa1e2651qxdmaVRIldtM77vX7dSZc++dlEbWBvci49mLZlRuH9PH3j9Nv3i7R/7+95ZyV1eU6zMfmnkh4J2oRrtXpV2cNEoFABSmeLWtp44fm+WRZNeH/36L1iyZZZs93Dy31nGj7ME046jZzNB22vg83Un1fOSmEXu88nwAgPQRGAeADOgfGFRbV/LlrpLU2uVX/8AgJVXynNvMqciguDSyNriXDS/TKc3i9jGtaJyhf/z0BxKWbUmntItTyRql3rJwup5t3ReTLWd7XyVSYGh0NnoDgEJkZF9z+Q8XXKa//Y83cz28jDk/OKSHN3TEXH6s97ye33Eoa+PIZoa2k8bn+dYvxQtelecDAKSPKAwAZMD67QdiyqfEY1mh7Vctrs/soJCWdGtbR2b/vP/SiVp6xVTbDCm30lnqnEp9T7v669GcbONEomZUyRql/nLfcUe1WOfPmKKSEhOayIqKjF81bYJ2v3M67ccBAHDuh68c1L0/fG1EhnRNlU9L5k7N4ahGv1xlaCf7PR+N3DRiT3d1IAAgMQLjAJABbutgFnrdzGIQroVpl83lhpG0bvsBbflSs57Zus8mQ8qn/oGg+geCSe8n3aXOTh9TZPZYomC1V9w0o4rXKNVpLdYdB04oEIydFrAsERQHgBx44Y3DMZf19A5kNWu6KBlpUX21Hrv52pwEpL2aVC8Eblf7pdu4HQAQH4FxAMgAt3UwR3vdzNEiUS1Mp8LZP68fPBU3Q+rxlk5Xwep0OK3vuWrxTD26cW9MsLqmyqfbm+pGBKvTEW5GtXnPsZgmnpHlaJ68bX7c/TnNxArtj4IpAOCFyyaN06GTZ2MunzC2TKfP0Wg834Ubw3/++68m/I1F+tyu9st0I1QAKGb82gFABqxonC4THdWLw5jQ9sh/4VqY9y2fo5qqMSOumzDW3VxzOPsnnCF107xpamqoVnlpie5ubtDSK0JLxqPfRuG/vVrqnOgx1VSN0X3L5+ixm6/V3c/t1MMbOmICzj29A3p4Q4dWP9uuQDDNjl9y14wqHjKrACC7ykqMbVBcEkHxApPsNxbpC5eyS3aqYBRaLZeNRqgAUKzIGAeADKjwlampvtpRjeNF9dU03swSL8qAxKuFOTg0pNue+aXj+0mU/ZPtZlThx7Rq8Uyt335AR8+c09TxY7WicboqfGX62oYObek4lvA+WvYc0zc3v617b5yT8jjCzaicSNSMiswqAMiuwSFW34wWNHzMvFRK2QEAMoNIDABkyNMrF2jxQ5vl74ufvVpd6dNTKxdkcVTFyU3Naqeia2EGgkOuG1kmu/9sNaOK9/w8saVLNzdO17dfdpY59u2Xu7RmySxJSmnMbkqgJGpGlW6j1HwTLmnTPLdWUmgSIp4SSenn7QMAihUNH70VLynDaSm7bDZCBYBiRGAcADKkwlemrV9eotVr29Xa5ZcVccRrhhscPbVyAdniGeZFzWonMpX9k+lmVMmen0c27nV8X/0DQf3pj97Qlo5jKU1AeNWMyqtGqbkSXY83cpWAJNuVBLXD22zde0y/7D6R9TEDAEYXypKlx0lSRjZXBwIA7BGNAYAMqvCVad3qheofGLQtUYHMc1Oz+p5ls9PaVyFm/zh5ftz40c7fpDwBUTnG3Wci0fZOXot89a1brlNpSUncjPt4Kwkk6fEt1IUFAKSPsmSpc5OUka3VgQAAe0RlACALKnxlWrW4PtfDKDrhmtXJAqFe1dPMdm3wdDl9ftxKdQLCYb9aR9sney2a59bq+R2HXO4xs8Jldhrrq5O+R+xWEvx87zH1DwQzOEIAQLG48pLxuR5CwXKblJHp1YEAgPgIjAMARi2nNau9rKeZzdrg6XJT09sLySYges8Pxt4ogWTbJ3otfrb73bwLjKfbZGvH/pOubxMvmz6ynnmhZdwDgNeK8Xvwn9sPeZbU4UXz80KR7aQMAEB6CIwDAEYtr2pWp6IQsn+yXT802QSE22XbTre3ey2OnDrnal9eSlZmJ9UAQtBy13ZzYf0UdR7ti7uyIRAc0h1r29XW5Y8Z8MK6Kdq277ir/QFAIVowY5K6e/rVE9FMvbrSp1kXVWpb1+jt6fDOybNp30cmmp/nu1wkZXipmCYxAEAiMA4AGMUyFWj1Ui5PQHJVP/TU2QHbx72gbrJqqnzy9w4kzbKqqRpzoa52Ki6eODbl26ZjwYxJ6vb3jzhprq7yaWVTnVYtnmkbQKip8un2prqkAYRxZaWuxvLh2bX6p8980Lb/QSA4pLuf26nWTn/M7SxLBMUBFI3KMWWxtbuMdOqsu1VOhebA8X5JqR+nZKv5eb7JZVJGOseUxTiJAQASgXEAwCiWzUCrW/lwAuL0+fHaxjeP6s//dZft476lcYYe2bg34e3TLTkiSVMqx6R823RUjimTZUU925Y0OGTpru/t0Mt7e2Ju09M7oIc3dGjngRN66vYFcR/3uUF39cW3dBzTM7/YN+J1eGJLl25rmqFAcEhbOo65ur9EFtVXq+PomZiA/6KGav3k9cOe7QcAvLaloycmsOvvHchqKbJcuGj8GD26cW/KxynZbH6eT3KRlJHuMWWxTmIAgCSZmJMzXGCMuUrSrl27dumqq67K9XAAACl4dONePbyhI+l29y2fk7UTs+gTkHhlNbJxAuL0+fFKeYlRYMhKq7a1F89NIDikhV95Sf6+QNJty4w06OHhUjq1au+9cbbuvXGO7XWPvLRXX3vJ3WsZbyylRgp6+Ji/sHS27lk2KyaTbXuXX7c+80vvdgQA8ER1Zbn8fYGUfosDwSE1PbjRcWJC6/1LR03ANduP3Ytjynw8VgaAVO3evVvz5s2TpHmWZe1Otv3o+PUBACCOu5sbtPSKqZJsV0JLeq+2c7a4yaLKNCfPj5cCQ6FHGO9xt+w5pg9cPkn3LZ+jmqqRWd01VWN03/I5nkwYlJeWaOWimY62vWxKRcLrJ40rd7XveI/diW+/3KVA0L6W+PwZk1yNI9FYvAyKS1LV2NILtd5vmjdNTQ3VKi8tGfXN6wDEivdbU1ed+LsW2RWeOE7lOCVcZzvZd3xkne3Rory0RLc31Tl67OmufpPSP6aMbBaaSLhZaLxjEAAoVATGAQCjWnlpiZ68bX7GA61O5dsJSLLn54bZNRndfzQjad22A7qruUGt9y/V+tUL9cSt12n96oVqvX+p7lk227PXKnJSIJ6ZNZXq9vcn3Obk2YAqyhPX9/ZqkqF/IKjtXbF1vyXpuhnZKwXk1iWTxql/YFDPbO3Sgy/+Ws9s7VL/wKD6zo/uGr0ARrpq2gTb35p7l83WmXN8HxSatW3dtscpuayz7ZVAcEhtnX79dNdhtXX6XR2P3bF4pqorE5dIqa70adViZxP0icaY7jFlMU9iAIBEjXEAQBEoLy3RPctm667mhpw1ugwLn4AkE3kC0tRQndExJXp+/scPX8vovqNFP+5MPvbwpMATLZ16tm2/jvWev3BdbdUY3dI4Xc9t35+01ImRNK68RNdcPknb9vkVWaXOGOnKaRO0+53Tno17x/6Tun52bczlrx885dk+vPZ4S6fuWf/qiOfmgRff1JXTJuRuUACybtn7Qiu0opv+vn7wlL6epL8E8k9P74DtcUohND+Px4seME9v3Sd/X+JjPX/fgJ7Zus9xaRK7xppeHFOOhkkMAEgHgXEAQNEIl3LIpXw+AbF7fsaW5WZxWbYed6JJgfbuE44CNZYkf39AX1g2W89cviAm4PNyxzHd9dxOD0dtH6Y/duach/vwlt3EgGWFLndTYx1AYfvNybO64f9uHhHMe3xLpxpn5va3Ganz952PuSyV5ud2gd9MJS/0DwzG/FZX+MpcN6G0G7OkC1ncyR77s237dZeDxpjxAvUL66e4etx2x1aFPIkBAF4gMA4AQBYV2gnI71wzTf+88zdZ32+2H7fdpEAqkxgVvjKtWlw/4nKvH8v7L59oezK+fZ99iZV8R1AcKB4/svk96ekd0H/86nAORgMvHDkVOykbrrOdrKGjJemWhdPTztB2qn9gUHesbVdblz9mBVNTfbWumz7ZUb3ub25+WyXG2I65eW6tZysDkwXqX3jD3efG7ngklUkMABhNCIwDAJBFhXYCcv2sWpWXGgW87sYYR748bsm7SQynr7lT//76Yf2v59+IORmfXOGuCSgAIL+MH1tmW2t9wtgynRsY1EAe9j28eOJY28vvbm7QawdPatNbR2Oyp8N/N8+t1asHTmhLR4+jDO109A8M6vqHNuu4TYkTy5JaO/1q60w+wWwkfWvz2xoIWrZjfn7HIVfjSjQJ76SxphOJjq3cTGJ40SwUAPIN32oAAGRR+ATESZOjfDgBKS8t0WdvaMja/vLlcUvvBbSdNLWqTRDMd/qaO/Wjnb+RPyobraf3vDqO9nq0h5C66gpP7y+bol8zr5qfAkAmxWtAevpcfgbFJWlK5Rjby500P7/mskna0tEjKXGG9hMtnWmP84617bZBcbt9JttmYDhZIJ1gdVi8SXWnjTWdSHZsFdmMPN7v59IrQv0BAGC0yf1ZJwAARabQTkC+eONs3TCnJuE218+uVvPcUEPIeI+peW5t0m3y6XF7OYmR6DVPhRcn41Li1+HfPv8hLYqzvPuqS/K3aeY9S2bFDcJcNnlcjkYFAKNPdUV5whVe4T4erfcv1frVC/XErddp/eqFar1/qe5qbtC64QbXiYRrcQeCqc8M9A8Mqq0rv8qNJZtUDzfWdJsZbvd3smMrJ5MYXmTtRwsEh9TW6ddPdx1WW6c/rdcYAFJFKRUAALIsfALyREunnm3br2O97zWuqqkao9ubZiRtxpRN5aUl+saKa/XRR3+ugyfOxlx/+eRx+ubN16nCV5b0MUkqmMctOVsK7iSYn/A1r/SpPxDU2YFg1uptl5carWmepXXbD9i+DqsWz9SadTvV2um3fdx2zTTzxfixZWq9f6ltE7fbF83QggdeylppIAAYza6YNsHRb7ZdH4+2Tr9ntbgj2fXgWL/9wIia4vkg2aS62z4nH3v/NLV1HU/52CpRM/JMBMSzVVceAJIxVr79QuQRY8xVknbt2rVLV111Va6HAwAYhexO4PLtZCBRXc6w6kqftn55iSp8ZY4eUyE87rBAcMg2oF2bYjDf7rE/3tKZtL6nl+5ZMkv3/fbcuK/Doxv3ZnU8Xvrd91+sb9w8P+71p84O6He/8XMdOB47yVNb5dMxB4EaAIBUU+VT2/3LUvr9/umuw7rruZ2Ot3/i1ut007xpca9PFGydUT1O7ftPuh6jFxJNqifKwm7r9GvFU9sc72f96oVaUDc574+tohuKpvLcAEAiu3fv1rx58yRpnmVZu5NtT8Y4AAA5ZJdFlW+c1OX09w1o9dp2rVu9sCAekxteZ1HZPT9OMtO9csOcGn3hxtlxxxJZ17QQ0yfKS0sTTrxMHOfTy19aqp7ec7r/R7/SkTPndNH4sXrwE1frzcNndNszv8zxIwCAwtDTO+A4kztaKg2u4323RwdbR47x/IhJ7Wz6xHWXakvHsRGB+uoqn1Y21SWdVE+lWXshHH85aSgarit/z7LZWR1bISVtAPAOgXEAABCXm7qcrV1+9Q8MqsIX//CikJfPZvKEs7y0RF/79DX66Dd+roNRmcyWpKnjx+joGecn9p+cf5k2vXlE/v7AhcuqK8r1mQ/NTHoyHq5rWqiOnjmnpgc3xn1/SbJ5D57Wa1//uRbWT8nBiAGgcLkt+RHmJvBbXeXTti6/7lm/0/a7PThkJQ22uuXVJHXMCn3L2f2E+5wkW72VT03Lk3E68R6uK5+t8nqFfGwKIH0ExgEAQFxu6nJaVmj7VYvrba9PltH18IYOvXbwZFEun+0fGNSSf9gSNzP/6Jnzjk7Kw5ljX/n41ZKuTinzKdUgRyILZ07R9u7jI95LxkgLZ1ar48hpHe8LeJad/vO3/XHfXzsPnJBlWdrS0WO7zQtvHPZoFABQHNxmfoe5CfyOH1umRzbujfvdXl7qRVvrkKb6ai1qqLbthdLUMEU/ed3578SPdv4mZsz+vgHHxzt3Nzdo54ETahkO+ttpnlubN03Lk3E68e62rnw6ODYFQGAcAADEdfTMOc+2z+fls7nmpFyNk8BxdOZYNpa3O/HFG+fomssnav32Azp65pymjh+rFY3TVeEry0g983jvr8jggldZhQBQzK65fGLKt3VSRmxmTaX29fRJiv+97VVD5epKn575zAJV+Mpsy6e1d59wFRhPNGanxzujqSWc24n3TEzUR+PYFABTXgAAIK6p48d6sn3k8tlEwstnA8EhV/stZG7K1YRFP4/hv5deMfVC5lggOKS2Tr9+uuuw2jr9jp/T8PJ27/LvQie3Fb4yrVpcr/s/cqVWLa6/UHLn7uYGLb1i6ojHERb+28tswGyYUunTolmUZQEw+u3cfyLl25aXlujJ2+brvuVzVFM1ZsR1NVVjdO+Ns3X67ICnv0dzL6qSibpDY6QPNVRfaCIeHltTQ7VumjdNTQ3VKi8t0TWXT4y5baqcHO883tKpLR3xs8Wl0ITvEy2d3gwqw1KpK59JHJsCkMgYBwAgI0ZLA58VjdP1wItvOspYMia0vZ18XD6bL9yUq5Gk5jk12v3OmZgl3rc3zbgQFH90496Ua2U6Xd7uRqKT23Bg5ImWTtul67c3zdDgkKVHNu71bDxOxctgvGFOjQKDlrbt88eUh1lUX61HVnxA/+1rW7M7WADIgR37T+r62bUp3z7c4HrV4pkxq4peP3hKX3/J2+/+Ty24XL937SUxzZdrqpInArx+8JRnGdzJjnfytR53OlJpKJpJHJsCkAiMAwDgqdHWwKfCV6am+mq1dibPaF5UXx238WY+Lp/NF27L1cy9eLyeWvlB24kXr2plOlne7is1CgQtT05uw4ERu6Xr4cf1q9+c0qa3jia8Hy997P3T1NZ1PO4ERHlpifoHBm3Lw9z81LakpXEAYDQIDqWXRRvvuOmJLV0ZaYj8w1cORk34n9ZLf7dRTfXVenrlgoQNxDNxbBLvPkdj0DbfGopybApAIjAOAIBnIoOS0Y4VcAOfp1cu0OKHNsufINBXXenTUysXxL0+35bP5pNUytWEl3hH86pWpldZ3G5PbuM9rkTjqa0aoyVza/X/dhxytA+nVjTO0D9++gMJV36Ey8NESqU0DgAUqqqxqYcUkh03ZaIhcsfR3pjLLEtq7fRr8UObR5RTiZaJY5N49zlag7ZOJt4jy8JlEsemACQC4wAAeCYyKBlPITbwqfCVaeuXl2j12na1dtmXjngqSZZVvi2fzSdelavxetm1myzubJzcJhqPJG3aczTp+8uJyPdgvEB9Im5L48Abyd73yLyaKp/8fQMxvxFXXDReb757JncDQ0ZdMmlcyrd1ctyUTf6+Aa1e2651qxfaXr+gbrKqK8vl7wukva9kxzujNWjrZOLdbVmYVMsXcmwKQCIwDgCAJwLBIa1t3edo27Wt3QVRCzJSha9M61YvjFs6Ipl8Wz6bT7wqV5OpZdepZHGnenLrRLzxeFUXPd33oNvSOEjfR6+epu37Rpa9mTC2TKfPDeZwVMXH7vvHskRQfJSrrhyTfCMbbo6bsqm1y6/+gUHb39ry0hLNvXiCo9/rZJL91ozmoG2yiXen0i1fyLEpAInAOAAAnmjvPuE4g6inb6AgakHasSsd4VQ+LZ/NN16Uq8nFsmuvTm7DUp14kZy9v5rnhhrEtQzXYM/Ee9BtaZzRqMxIgwkiOeN9RmcGvMvvvmXhDH3t/xtZ9iY4NKRbn/mlZ/sAEKumypdyQNbNcVNYvO9tL1lWaOWP3bFOIDikjiPOJnp8pUYDQSvl35piCNo6WZUVLxs8mz1VivXYFCgWBMYBAPDA8b7zyTdKYftUl4fmo1xlGBcCL8rVpLLs2qv3VyolRyL1DwzqjrXtaot67A+8+KajhmjhMTh5f0nK6HtwReN0/e1/vOl4+3uWzNIPXjkYUze9qX6KfpKB+rrZMGhJn5x/mTa/dVQ9EZM9NZU+rVxUp9sXzdCHH9qkk+eCae/LGOmayyfGvAcDwSFH2ZYAUreyqc7R96Xdb43b46aPvv9ibe86EfO9PaN6nNr3n3Q79ISOnjlnO2anK7MkaSBo6VPzL9PmPcdS/q25u7lBOw+cUEuCcjPNc2sv/LaNpmPGZNngwSEraz1VivXYFCgWBMYBAPDAu6fclU9Itn26y0PzldcZxqNJuuVq3Cy7rq70aVuXX/es35nz91f/wKCuf2izjttky4cbol3/0Gb9PEFDtDCn769MvgfLS0tUXmoUCCYPx5aXGn3hxtm6e0lDzGv++sFTBRsYl6Rl75uqv/69q+K+l1v/7EatXtuuX9iUJJh3yQTteue0o/1YlvT6wVMxEzNOsy0B2PvA5RP12sFTSbNoEwVjEx3LXHnJeFfjufbyyfrap6+N2dd3frHP88D4W++e0cKvvDQio72m0ud6Anjp+6bqrxJ8DzrhpGfFaDtmdJINXl4afU0sr3qqABjdCIwDAOCBiya6K5+QaHuvlofms3SWz452qZarcbPsevy4cj2yca+j91emX4c//u4rtkHxSMf7BrTqu+1af6d9Q7RoTt5f6Wa5x9PefcJRUFySAkFLf/bjX2nznqMjghlPbOnSzY3TCzrjeeObR/Xn/7or5nFFBmka66v11rtnRpQQqqnyaWZNpePAuBS/LJCTJfIA7H3xxtnadei01kYFW6urfFrZVKdVi2cmDMbesXim1qzbadtc81jveW3pcJcxftHEsbbf27MvqnL5yJLb0tETc1lP34BecDlZ6eR7MJHHWzq1pSNxc9KWPcf0O4/+XPt6+kbNMWNkU9Z42eBOfme96qkCYHQjMA4AgAfcNp9KtL2TEwIny0ML1WjLfHIrnUC0k0DgzJpK7evpk5T4/fXNTW+rpMRk9HXoHxjUtq7jjrZtS9AQLZ/4XZYHeH7HIdtgxiMb92pmTaXjZftOZStAHO9xPbyhQzsPnJBlSVs6Yif//L3ug0/xygiVl5bosZuvvVCmJ/qBTx5XrhP97mocA8Xi9NlBWZKs6JRlSxocsnT3czttP8Phz/m/vPqbC781Xoh33HQ+MOTZPrzkKy1J+D2YLFgdCA7p2bZuR9/RTn7TC+WY0c3jdsqLnioARq/8PrMAAKBAhMtYOAliJWpW5fSEwOny0EJTDNny8XgxIZCsVuYtjdP13Pb9jk44v9XSqYHgUEZfh+e27Xe9/Z035HcDrCMuyypJ8YMZ+3r6VF9Tqa7hTMB0A9rNc2q0653TMdmfty6coSe3dOqsxwGmeI8rsl5uvG2cCtcYtxMIDmnNup1qtSnXYlkiKA4k8OjGveo8FpuF7O8b0CMb9174O9H3l1cSfc7d9tfIloFg6PvUSbA63XrmyRTSMaOXjzvMy/dIsa5mBEYzAuMAAHjATT3bRM2qnJ4QuF0eWiiKNVveywmBRLUy27tP6OsRAY1E3JzUp+qNQ6cyun0uXOyyrFIiRtLpswHde+Nsrdt2IO2mc73nB22zP0uM0arr6/XY5re9GXgWxasxLo38PgHgTuexxFnI2ZToc+4mMaG6olxzLp6gbftim1y/7+Lx+vXhM67GFW/C0jfcZyJZgsPa1m4NDllat31/zIT4wvoprsaSSCEdM3qZ3W0U+q2Ml4ziRrGvZgRGMwLjAAB4xEkZi3CzqnjcnhCMpuWhxZwtn4kJAbtamV6fcKb7Oowtc3c7t9vnwhSXZZUSsRSqa9s4s1prlsyKmeh4trXbVWC8ff9J2+zPhzd0qHlurW6YU6OXbWrr5ju793UmluMDyJ14v19uEhM+86GZumfZbNsm10+93OUqML6oYYr2HumLmbBcMrdW/2/HoaS3D3+/x+v34baklBOFcMzoZXa3Jen2phlpHysW82pGoBjwqQUAwCPhMhb3LZ+jmqqRwbGaqjG6b/mcpAfNbk8I8nUJcSrC2fLJgliRmU+jQWQAL5FwIDoQTL3chdcnnOm+Dr9zzbSMbp8LC+omq7qy3NP7PHV24MJEx03zpqmpoVrlpSVa0ThdJtkbJ0qi8ibXTZ8c+v6qHPk+qan06Q+vuzTl8Wea3fva6fcJgMKQ6Pfr7uYGLb1iqiTF/JaG/45MTAg3ub7/I1dq1eL64d4V7r5MG2fWqPX+pVq/eqGeuPU6rV+9UK33L9XS9011dT9S9rLyvToGCASH1Nbp1093HVZbpz+t45JoodIkzl4LE/Vv9OXJklGccpO8AKDwkDEOAICHEpWxcJJFEl4S7E8S0PFyeWi+KNZs+WyWz3H6/nIjndfh+lm1Kh9ecp5MeanR9bNqU95XtpSXlmjlopmOshedihfMqPCVqam+2raGtltG0rptB9R6/1KtWjwzJpty81tH9c87f5P2fryU6HtwtHw/AMXOyfFOZH+Nta3d6umL6KNQ6dPKRXVJVzfNnzHJ1bjmz5hkuzIrHxMW3BwzJqqhnY1yIoHgkKNjAil0XHTPkln6wSsHYzL3b2+a4cnKwmJezQgUCwLjAABkgN3JktPbOVkS7NXy0HxSrNny2ZwQcLPk3Kl0Xofy0hJ99oYGR7Wt77qhcE42I8sqxeNkQsBJMOPplQu0+KHN8velFwgOT7z82Y9/pc17jo4IejyxpUtXXjI+rfvPhETfg6Pl+yFVpUZyGFsC8pqb4x1Lsk0fdvJRaKyvVoWvVP0DwaTbVvhK1Vhvf4yXiQloKX4985k1lUkbnTp5DpMFve9YPFNr1u3MeDmR9dsPuNp+UkW5Wu9fmrGGmMXe+wcoBoVxdgEAQBFxuyR4tAifTDopKVI7irLlsz0h4OT95Ss1WXsdvnjjbN0wpybhNjfMqdEXbiycZquRZZVqo8oq1Q6XVfpc86yk9+MkmFHhK9PWLy/RhxqqY8qqGCNdcXGVq7E/v+OQ/FFBgJ7e89qSw9rjTr4Ho5f2X3P5REffJ4Xsk/Mv05RxI/Ocpowr033L5+huB+8vIJ+kc7wTrgH98IaOmO8vf2+oj8Jnv7cjYcmP8tISrV5c72isd95QH/d7OTwB7WVQ/GPvnxa3RN9/fOF6Nc9NvJqqeW5twucw0fMXDnr/zqM/z0o5kaNnzrne3q7UmFeKdTUjUEzIGAcAIM9ELgl+tm1/xpaH5ptizZbPdvkcJ++vwSFLj2zcm/B+vHodyktL9MzKD+qJlk599xf75O8PXLiuuqJcn/nQzIJ8vycrqxQIDulXvzmVVrPesApfmdatXmjbUO71g6e04qltrsaerXq3Tnzuww16fsehuN+DkvToxr22WY5zLhqv1t70y8x4pbzUaDBopf18GoXKQ1wyaZxKoj4XJaUl1FVHXnDa+LasxOjiiWN16MTZEZdbki6fMk5f+/Q1Sb//vWpg/fmls/T6oZNqGb4vO81za7VmSeKJJyfN2N1Y0ThD//jpD8T9LbGs9D71Tp6/ZFnpkjflRKaOH5vR7d0q1tWMQDEx6X6JjmbGmKsk7dq1a5euuuqqXA8HAFCEEtV6HI0CwSF99ns7kgYL012qa7ffXD7Pj27c66i8yX3L5yQ8qXcr3uMu1tch2wLBIdsJilqP66M2PbjR82X92fIXv/M+3b6oLu779M5n2y8s7bd7n1ZX+uTvG/AkOOXEp+Zfpk1RpWhqqnxa2VSngeCQvrEpedkgJ8LlE+I9Lqe1+/NVtl4v5L/qSp+2fnnJcIPMWE6/48KTy633L034vdo/MKg71rarrcuvyFCJMVJTfbWeXrkg7liixxXv+/2Wxul6bvt+T8ac7vFDJn4j1q9eqAV1k1P6Pe8fGNRVf/kzOQlTGSPt/uvfdvR6pMrr9xeAzNu9e7fmzZsnSfMsy9qdbHsyxgEAyGOp1iovVNnOls9GIyknnGSXZaJ8Trz3V65WLRTj+z2dZr1O9+F1XflsilwmH81JlqO/b0AfaqhWx5HemPfxLY3T9b1t3fL3BeQFY6S/+r2r9HelV9u+nl9z+BrUVVeo29/vqKZwvMddqEHxshLp80tma21rl06cfa/W86RxpVp+5TT9vx2Hcjg65IK/b0Cr17Zr3eqFttd7WQM6EBzSmnU7bRsaW5bU2unX57//qqNJ4WTf7yUlJu0Vcl40hnT6/Lnx/e37dc/6nSkdV7lpKr2ovjqjQXEptdWMxTbJDxQ6AuMAACCvZCNYKCkm2zSSl42knMjH8jnZeh2Q+QkBr5f1Z1N1VF3dMDcBoY4jvdrypWa9fvBUSsEppyxLev3gKTU1VMe8noHgkNZt3+/ofnrPD+reZbO1bvsB22D+c9v35/3rlqrBIemffrFPp8+NbIB44mxQL7xxOEejQq61dvnVPzBoGwT1sgZ05GRbPE5KskSK9/3uxYS4F5MCmaiJ/cIbh9M6rnLSVLq60qenVi7waMSJOX2tVi2eGbe0VzaTLQC4Q2AcAADkpUwHC72qSeqVfA1EF1sWd75KJwMt2cTLkrm1eZuJO/si++ahbgNC4YB1tMiAhxfiBZncZGX29A6osb5aa5bOinnN27tP6OtJ6v8XutPnBm0vPxsI2l6OzKit8ulYb2wZolywLGn99gNaZdMc06sa0OHJNifSraMteTMh7sWkQKZqYqdzXBVuKr16bbtabUraLKqv1lMOS9p4wclrtWrxTK1ZtzMvki0AuENgHAAAFB0vlh9nCoFoRAqX+1nbum9EyY+aSp9uX1TnOAMt0cSLJG3ac9RRjVlfaYkGgkOOynx44XxgyPZyr7JEEwU8aqvGaPHsav341Xcc72dsuf1r4e87b3t5PP6+87bfBZnI7gTsLJ5do5k1VTGfiwljy+JOXmTS0TPnbC/3qoG1m8mrZCVZnEp3QtyLSYHw8+d1OZV4nB5XlZeWqLG+Wm8ePqXj/e+936aMK1djfXXWg8vJXqtHN+7Nq2QLAM4RGAcAAEXHy5qkQKYEgkO6Y+0r2tLRE3NdT9+AHt7QoZ0HTuip2xe4yh63ey87rUP+ueYGlZaYhFlzn//+q56VbYkX+PEqS1RKHPB4emuXq/28efiMmudeFHP5kVP2Qb14jpw6Z7tKIFPZnUC0I6fP6+FPXxvzuRgcGtJtz/zS1X158V0wdfxY28tTqQFtx8uSLJlg931wzeUTZYwcN6q85vKJMZeXl5bolsYZesTBSpSZ1RXal6D/gRNOa73HK3V3vD+Q0+xru9/QfE62AJAcgXEAAFB08v0EGJCkxza9bRsUj9Sy55i+uelt3bt8Tlr7clpDdc3SWSovLUmY4ZhoyXm4RraTianaBNmdXmWJRrILePz6nVNJb+dk+4sn2gf14nn1wEk9vmVjTJ3amxunq7qyXMf7Ajkvb4HRrX8gtEIl+nMRCA45/uxVV/p0a9MMrdsWWy9/xW9drkc3ve1oLMZIKxqnx73ei3rdlWPchUbcbm/HSQNwSXG3aZ5b6ygoLo3sgZCqj15ziXylJbbf7U0NU/ST1533AXBa670Qsq9JtgAKG4FxAABQdLzMNgUyIRAc0lMOs5W/vbXrQsA6VW7r3SYq+ZNsybnThpeJsju9yhJNZkxZqSfbT6m0byIaz7//yr553SMb92pmTeWIsjpAZkS/A0PcfPZWLqrTPctma82S2Hr55aUlat9/Qq2d/qQjWVRfnbCetBf1uu0fbXxut4/mpAH4zgMnZFmWtnT02G7zvMveEHbB6HBjYCfZzj/45UG13r/U9ru9vfuEq8B4slrvhZR9TbIFUNgIjAMAgKKTiWxTwEvbuvzqH3DWbLB/IKhtXX4tnl2b1j69bgAbL3juRXanl/eTyE1XX6x/3vkbV9vbWVA3WdWV5a4C2vEyJff19F2o5e5FiQrAztQJ8Sdz3H724n0XPL1ygRY/tFn+vviBwupKn55auSDpeNP9/uo9765uutvtoznJim4Zvj7RNm7YBaNTzXaOfj2zXes9n7KvSbYAChuFjQAAQNEJZ7wlO7FMN9sUSNXO/Scyun0i4SDWTfOmqanB+yZn4ezO+5bPUU3VyOBbTdUY3bd8jqPasV7dTyJeZYyXl5Zo5aKZKY8jkpF05lxA9y6bbfu4P/b+aZ7sJxOuuKhKJir11Rhp/oxJORkP4hs/pjzudV599ip8Zdr65SX6UEO17fviQw3V2vrlJQmzxe3Glsr3VzaDm5FZ0dlgFL80lZeNjL04rirE7OvwpECy1zPR6wAgd8gYBwAARSkb2aYY3eyaoXkXRM72wv7s8io73ess92h9LrNCE20f+Z2TDktST++AGuurtWZpbImK7V1+/eQN5yUNsunqyybpWO/5EZnzUyrK9eE5U7XrN6d1fnAoh6NDpN+5JvEEi5vPXqLvygpfmdatXqhTZwf0Dz/bo3dPn9PFE8bqT357blYza7O5ksxpVrRXEgWjvZwQ8OK4qhCzr7NV2gtAZhAYBwAARcmLmqQoTk4apqX7vnGbQVuoGbeJapXn4n6ieRmkSfSdU1s1Rk31U1wFtE+dHbB93PlYSsVIKi81en7HoZgpnON9AT28oaOglzJXV5TL3x9bJueySWP1m5Pn8vI1Sea66c4Cv4k+e+HvyrWt+0ZMhtRU+nT7orqEzSV/uuuIZ9+nTmQzuJmpLOdUgtFeTgh4cVxVqKXuSLYACheBcQAAULQynW2K0cdJw7TXDp5Mu4RHY321KnyljuqMV/hK1Vif2xqro1U4SOMku9PJEvlE3znt3SdcBcbjBeHdZrlngyVpIGhd+P/o6ySpkHPFH7tlvq68ZHxMxvOv3zmjFU9ty/XwUvLDVw7qzhtSD+IFgkO6Y+0r2tLRE3NdT9+AHt7Qofb9x2WkuM0lvfo+dSpbwc1MZDl/cv5latlzzHUw2usJgXSPqwo1+5pkC6BwERgHAABFL1PZphh9nDRM2/TWUT3R0ql7ls1OeT/lpSVavbhej2zcm3TbO2+o52Q7Q5wGaSR3QRq77xyvMiVzUVrAV1qigeBQ3GBiealRIFiIedPJVVeWXwj6/e3vXz3iunyof5yqNw6dcrRd/8Cg1m8/oKNnzmnq+LFa0ThdFb4yPbbpbdugeKSXI67P5PepU9kKbjr9rDsR/j74ysevViA4ZPtaJJOJCYF0jqsKNfuaZAugMBEYBwAAAByIbJiWLHD5bNv+tAMon186S68fOqmW4UC8nea5tVqzZFbK+0ByboM0qdaeTyVT0m5fbrLcvfK55gaVlhjbYGLz3Fo9v+NQ1saSbVdcPCHu65vKJEW891i2jS1L/J7tHxjUHWvb1dbllxUxwAdefFONM6fo9YPOAuvJePV9GinRZzQbwU03E27JWJJuaZxuW47miS1djsrR5Fu2c76Nxy2SLYDCYixrdM7ce8EYc5WkXbt27dJVV12V6+EAAAAgh9o6/a7KIqxfvTDtk+NAcEhPtHRqbVTAo6bKp5VNdXkdHBhNwq+DXW3wcJBGsq+V7Kb2fCA4pM9+b0fSIPxjN1+rp7fui7uv1s4ebes67sEjl+pqKtTd059wPOFSF3YBx41vHtFdz+30ZCz5qKbKp7b7l9m+toHgkJoe3OhoFUB1lU+3Ns7Quu0HYt5jDVMrPXs9nfrOHy3QkrkX2V7XPzCo6x/arON92Zt88er7NNP9IdyMJdlnvXlurSSpZbh0V7xtLEva0hF/m8jPqJNx5VO2c76NB0D+2717t+bNmydJ8yzL2p1sewLjCRAYBwAAQNhPdx12FeB74tbrdNO8aZ7sm+BAfoj3OkTXnk8nOBUvE9cYqam+Wo/fep3u/cFrCfdVXiIFHBTtLiuRBhNs1zy3Vt+65To9s3VfwkmBRI/J7YRSIVq/euGFOvHR741HN+51lBl83/I5umfZbNv32LYuv2575pdZeCQh5aVGv/6bm+K+rjc/tU2tnf6sjUdy/n2ajc+oG4m+u51OuCXaZnDIclRyK/z+AoDRzm1gnFIqAAAAgANuyyJ4WeuZpdn5Id7r4FXt+UBwSGvW7bQNOlqW1Nrp1+9/s1X7evoS7stJUFwKBcU/Of8ybd5zNOGKhHRKS1x5yXhngylg39++X/es32mbhXzH4plp10teWF+tshKjwaHsJLXddUPDiOBt5Ot+5SXj1daV3aC4lPz7NF42eE2VT7c31Sk4ZGWlP0Sy8URnpzv5bMXbRpKaHtyYtfJeADAaERgHAAAAHPCqOSJGFy9rz0cG2OMJB8W9sux9U/WVj1+dNOid6uTMP7e7qy9eV12h/cf7Y7Ll51xUpT3v9rrefza88MZhmajLenrP6+ENHXrt4Ek9dvO1tln3NVGZwY9u3GsbSL25cbrKS0s0OBTM+GO5fna1vnDj7LiB3cryUmV70fm48pKE36eB4JDuWNuuLR2xn52e3gE9vKFD5aUmawHk6Oz0keN5730Rzk538tmy26at0++ol4Al6VjveW3v8qu0pISVRwAQgcA4AAAA4EAqzREx+rV3n3AVnGrvPmEbBHMaYPfaxHG+jK5IOHrmnKvtu/39McFEWcrboHhYoizkZ7buS5gZnCyQ6qRUhpfCKxfsxtMXyHxwPlqyTPnHNr1tGxSPFAgm/1Ql+4w65dUKkmROnXVX4/3udTt15tzghb9zUVsdAPIN334AAACAQ3c3N2jpFVMlKSZgFP47WVkEjC5ug1Pxtg8H2LMVFDcKBca8XNkQCA6prdOvn+46rLZOvwLBIU0dP9b1/cQLJhaicBZyIDh0YQLipnnT1NRQfSEY6SSQmi0/3+vXH33nlbjjyYVA0NK2OOVbAsEhPbW1y9P9uf1MR4qc4Eok8n2RKrfluiKD4tJ72euf/d6OtMYBAIWMjHEAAADAofLSEj1523zbZmg1DpsRYnTxqvZ8OsG4VHi5siFRPeVPf/ByGaOsl9/wgq+0RAPBobi1wZ3I15UCiWzfdzyvxiNJO/ef0OLZtTGXb+/yq3/A2yz2dPpDeLWCxAmn5b0SjUHytrY6ABQaAuMAAACAC+k2I8To4lXteS+btUpSealJWD6ieW6tJysbkpUBeWzz25pUUa6T/YG09xUpnWC1UwPBIX1y/mVq2XMsZhKsqWGKfvL6Ycf3lWylQL7x4rlsnDlZpSUlauvyx9SMv2zSOB08cdbFvdnnYO/YfzKtMUbvIfwZjW466vT73asVJE44Le+VDM05ARQzAuMAAABACjJZlxmFw6va8+lmf0a7dNJYdfvdBB5T46QMyMn+gCrKS9XvUX3qj71/mtq6jscEqxtnTta//+pdT/YRFq85aXv3CVeB8XxZKZAtUyrKNaasVC/v7Ym5zrLkMiguzZ8xKc413k2HWJJuWTg97uoHJ/W4vVpB4tTdzQ167eBJbXrraMqTQ17VVi90qU6GAChsBMYBAAAAIA2JglPhv5PVnneT/TmzplL7evri7it8fSIte46lXT4hXAbEibHlRtdcXq1t+2Kzh6+cNkG73znteL8rGmfoHz/9AdtgtdeB8coxZbaTYPm6UiDbYt6DRlpUX63rZkzWNza97ck+Knylaqy3D9heN8N9jfx4n5vmubV69cAJbenosV398PCGDr128KSevG1+3IDpNZdPdFw6yJjQ9ulIVN5rwtgynY6qK57IaJ2kSSZRKSiakwKjH4FxAAAAAEiDV7XnnQbYH7v5Wj2zdZ/tvm5ZOF3fc1Cz2ovyCW7KgBzvH9QXls3WM5cv0PrtB3T0zDlNHT9WKxqnhwLPD250FWSOF6yuriyXv8+7si3xmijm60qBbAm/Fi/dd4P+uf2Q7evpVXmbO2+oj/v8LayvVoWv1FGd8XHlJfrshxu0btsB28/o4JClRzbulWzG7bQe9+sHTzmup29Zoe3TzdKOV95rcGhItz3zS8f3U+iTNKlIVgrKyWQIgMJGYBwAAAAA0uRF7Xk3AfZ4+2rvPqGvv7Q36b4iyyeEb+d2zP6+80m3id6+wlemVYvrY67zIshcXlqilYtmpl1zOVLv+fgZt9leKZBPwq/FxHG+mNezrdPvWd305rm1WrNkVtzry0tLtHpx/YWAdiKfvaFB9944R2uWzIp5v0tyFMxPNqGUzRrj0aIniwLBIU9WNYxmTkpB0ZwUGN0IjAMAAACAR9KtPe8mwG63L7eBtu9v36971u9MqYTAkVPnXO0r0fZeBJmj78cLibJos7lSIJsaZ05R5ZiyhM9hotfC7XvwY++fptaukcH0miqfVjbVOXr+Pr90ll4/dFItwwFOO81za7VmaSjAbve5cRrMT1aPO9s1xhPxalXDaBUuBZWN1TUA8lfeBcaNMVWSHpD0KUlTJL0l6auWZf0gye0+LumTkj4o6VJJRyT9QtJfWZaVfPoYAAAAAPJEqgF2t4G2F944nHIJgYsnjnW1r0TbexVkjryftVE1g2uqfLq1cYae277fsyza8ETGqsUzY0rEVPicnW4ne+wfnDlJL/7qiKP7SqasRBocin/9lEqfvvNHH5Qk3bG2XW1dsTXhm+qr9djN18Z9Ldy+B+PVjHez0uKp2xeEXvPWbvX0RbzmlT6tXJQ8wO5VprdXtee94tWE02jktBQUzUmB0S3vAuOSfqxQcPtPJXVIulnSemNMiWVZ309wuy9LelfS30nqknS5pD+TtNMYs9CyrN2ZHTYAAAAA5FYqNatTLSEwpXKMq7El296LcjRhliQrutizJZWUGN3SOCNp6Q2nWbTxGvc9saXLVeO+ZOVx3ATGPzn/Mm1+66htgHhF4+X6+DdbdeDE2ZjbTZ88Ti984XqVl5bozmfb1drpj62xbkmtnX59/vuvxp00WVA32XHd7wpfadya8W6k+97xKtM737K0vZpwGo1yWfYGQP7Iq8C4MeYjkpZLutmyrPXDF282xsyQ9PfGmB9alhXv1/V3LcsasdbLGLNJUrek/yHpjgwNGwAAAADygpc1q5OVEFhQN1lTKsp0vD9+He6w6opyx9mx6QRJEzXT8/cN6OENHWqeW6vmubVqGd4m1SzaTDTui9dU1M3z/JWPXy1JtnW073y2XQdOnLV93AdOnNX/+OHruvrSiY7rLtsFonMp1feOl5ne+Zal7eWE02iST2VvAOROXgXGJf2BpF5Jz0dd/h1J35fUKKnV7obRQfHhy94xxhxSKHscAAAAAEY9r2pWJyshUF5aoiumTVRrpz/pfV0xbUJWgnBOmum17Dmme5fN1vzpk9PKos1W477y0hJ95kP1jiY7PvOhmRfGHf2aPbpxr6PxbuvyO6q7/PiWTn23dZ/8fYELl9dWjVHz3FpH2eKS1D8Q9LRERSA4lFLw18tM73zN0k43K7+Q2b0v8q3sDYDcyLfA+DxJb1qWFT0V/kbE9baBcTvGmHpJMyT9qyejAwAAAIA8lyww11Q/RT9547Dj+4tXQiAQHFLHkTOO7mPPkTMKBEPFrTOVteqmmd667QfUev/SlLNos924z0lT0URZyE7HK8lRUNsa3i56257e83p+x6Gkt4/kRYmKeCVtnDaSlbzN9CZLOz8ke194WVYJQGHKt8B4tUL1waMdj7jeEWNMmaRnFMpA/5qD7adKqo26uPg6UAAAAAAoeMlqVrsJjMcrIeC0eZ0k9fQO6M9+/Ctt3nM05cBlMqk200slizbbjfsSTXbUOshCdvNapcPpaoRI6Zao8KqkTSYyvYs5SzvXnLwvvCqrBKBw5VtgXEr8W+rod9YYYxQKii+W9AnLsg46uNnnJP2lk/sHAAAAgEIQr2a1FyUE3Gb6Pr/jkGe1uL0YTzqZyrlo3JdOFnI+Ng70qkSFlyVtyPQePRyXVbox/bJKAApXvgXG/bLPCp8y/O9xm+tGGA6KPy3pVkkrLcv6N4f7/pZia5s3SHJ6ewAAAADIe17VU04l0zeTtbiz2Uwvl437UslCzsfGgV6UqMhUSRsyvQubq7JK29IrqwSgsOXbp/xXkt43XAYl0tXD/+5KdOOIoPgfSbrDsqznnO7YsqyjlmXtjvxPUqeLsQMAAABAQbi7uUFLr5gqSTFZ3OG/k5UQCGeeR98+FeHAZbgOeSqcjscoVH4knUzlbO7LC27GW+Er9XTfqb6/nAiXiEm2tDyypA1Gv1TeF+HJkJvmTVNTQzVBcaBI5Nsn/V8kVUn6RNTlKyW9I2l7vBsOB8WfUigo/lnLsr6TqUECAAAAQCEL11O+b/kc1VSNGXFdTdUY3bd8jqOazLc31aVUVzqaF4FLp+PxIlM5m/vygpvx3nlDfdxJE7c+Nf+ylN9fTuSipA3yH+8LAE7lVSkVy7L+0xizQdLjxpgJkt6WtELSTZJutSwrKEnGmGcUCpY3WJa1f/jmj0paJemfJP3KGLMw4q7PW5b1arYeBwAAAADkOy/qKd/d3KDXDp7UpreOxm1e50a6ASon4/GqmV429+UFp+Nds2SWJMVpQulT/0BQ/QPBhPsK1w//u4+HFn9nqkRFLkvaIL5AcCinZUl4XwBwKq8C48M+LunvJP2NQrXF35K0wrKsH0RsUzr8X+QE9u8O//vHw/9F2i+pLhODBQAAAIBClk495XDmuX0QdYya59bq+R2HHN9fugGqZOPxspleNvflBbfjjTdp8nhLp+v69Jmq1+1VI1l4IxAc0uMtnXq2rVs9ve9NctVWjdFtTTN0d5Y+D6m8L3IdzAeQG8ayvFj4NjoZY66StGvXrl266qqrcj0cAAAAAMhbdoElSbrmr/8raYaxFKpt/fpf/jfPglHZDHQVWlAtnfEGgkP67Pd2JM0896JUihOPbtybNFAvSfctn5NWc1ckFggO6c5n27V5z7GCel/cu2y2SkpMzoP5ALyxe/duzZs3T5LmDfePTCgfM8YBAAAAAAXGLvM8nWaa6UonEz6f9+WFTK4SyHamfKGVtBmtHm/p1OY9xyTFllAK/73praN6oqUzKxMUTt4XzXNr9erBk9rScSymnn5P73k9vKFDrx08mbVgPoDsIzAOAAAAAMiI9u4TjrLFJal/IKj27hMFFWAuVl7Up/dyLPkUqC9GgeCQnm3rTtpXwEh6tm1/Vl4PJ++LwSFLj2zcK9mMOxfBfADZR2AcAAAAAJARbptpptt8E9mVL5ny+RSoL0bt3SdGlCGJx5J0rPd81ibAEr0vJKnpwY15FcwHkH0ExgEAAAAAGeG2mWa6zTdR3PIlUF9sUpkAy2Zdfrv3RVunPy+D+QCyi8A4AAAAACAjFtRNVk2VT/7egaRZmTVVYy5kcgIoHG4ntDa+eVR//q+7ctrsktUsACSJdSAAAAAAgIwoLy3R7U11CYPiUigr8/amGZQqAApQeAIsuoFlNCPJV2r0/I5D8kdla4ebXX72ezuy0rSX1SwAJALjAAAAAIAMuru5QUuvmCpJMYGz8N9Lr5iqu5obsjouAN5wMwE2ELQu/H/0ddJ7zS4zzU0wv5bVLMCoRWAcAAAAAJAx5aUlevK2+bpv+RzVVI0ZcV1N1Rjdt3yOnrxtPtniQAFzMgFWXposDP1es8tMZ42zmgWARI1xAAAAAECGlZeW6J5ls3VXc0PWGu4ByJ7wBNgTLZ16tm2/jvWev3BdTdUYNc+t1fM7DiW9n2w2u7y7uUGvHTypTW8dldHILPbw36xmAUY3AuMAAAAAgKwoLy3JeLALQG4kmgDb+OYRR4HxsGw0u0wWzL+9aYbuylIzUAC5QWAcAAAAAAAAnrCbAMvXZpesZgGKG4FxAAAAAAAAZEy42aW/dyBhXW+jULa202aXgeCQJwFtVrMAxYnAOAAAAAAAADIm3Ozy4Q0dCbdz2uwyEBzS4y2deratWz2975Vdqa0ao9uaZuhuSqAAcIBvCQAAAAAAAGTU3c0NWnrFVEmhzPBI4b+dNLsMBId057PtenhDh/y9I2uR9/Se18MbOvTZ7+1QIDjk0cgBjFYExgEAAAAAAJBR4WaX9y2fo5qqMSOuq6kao/uWz9GTt81Pmun9eEunNu85JkkxZVnCf29666ieaOn0aOQARitKqQAAAAAAACDj0m12GQgO6dm2bhnFBsUjGUnPtu3XXZRUAZAAgXEAAAAAAABkTarNLtu7T4yoKR6PJelY73m1d5+gqSaAuJg2AwAAAAAAQN47dTZ5UDyd7QEUFwLjAAAAAAAAyHsTx/kyuj2A4kJgHAAAAAAAAHlvQd1k1VT5ZJJsZyTVVo3RgrrJ2RgWgAJFYBwAAAAAAAB5r7y0RLc31SVsvCmFaozf3jSDxpsAEuIbAgAAAAAAAAXh7uYGLb1iqiTFZI6H/156xVTd1dyQ1XEBKDwExgEAAAAAAFAQyktL9ORt83Xf8jmqqRoz4rqaqjG6b/kcPXnbfLLFASRVlusBAAAAAAAAAE6Vl5bonmWzdVdzg9q7T+jU2QFNHOfTgrrJBMQBOEZgHAAAAAAAAAWnvLRETQ3VuR4GkBcCwSEmilwiMA4AAAAAAAAABSgQHNLjLZ16tq1bPb0DFy6vrRqj25pm6O7mBgLkcRAYBwAAAAAAAIACEwgO6c5n27V5z7GYZrQ9vef18IYOvXbwJHX34+AZAQAAAAAAAIAC83hLpzbvOSZJsqKuC/+96a2jeqKlM6vjKhQExgEAAAAAAACggASCQ3q2rTsmUzyakfRs234FgkPZGFZBITAOAAAAAAAAAAWkvfuEenoHYjLFo1mSjvWeV3v3iWwMq6AQGAcAAAAAAACAAnLq7EDyjdLYvhgQGAcAAAAAAACAAjJxnC+j2xcDAuMAAAAAAAAAUEAW1E1WTZXPUY3x2qoxWlA3ORvDKigExgEAAAAAAACggJSXluj2pjpHNcZvb5qh8lLCwNF4RgAAAAAAAACgwNzd3KClV0yVpJjM8fDfS6+YqruaG7I6rkJBYBwAAAAAAAAACkx5aYmevG2+7ls+RzVVY0ZcV1M1Rvctn6Mnb5tPtngcZbkeAAAAAAAAAADAvfLSEt2zbLbuam5Qe/cJnTo7oInjfFpQN5mAeBIExgEAAAAAAACggJWXlqipoTrXwygoTBsAAAAAAAAAAIoKgXEAAAAAAAAAQFEhMA4AAAAAAAAAKCoExgEAAAAAAAAARYXAOAAAAAAAAACgqBAYBwAAAAAAAAAUFQLjAAAAAAAAAICiQmAcAAAAAAAAAFBUCIwDAAAAAAAAAIoKgXEAAAAAAAAAQFEhMA4AAAAAAAAAKCoExgEAAAAAAAAARaUs1wPIcz5Jevvtt3M9DgAAAAAAAABAHBExXJ+T7Y1lWZkbTYEzxnxM0r/lehwAAAAAAAAAAEd+z7KsnyTbiMB4AsaYiZI+LOmgpIEcDweIp0GhCZzfk9SZ47EAhYzPEuANPkuAd/g8Ad7gswR4g88S8p1P0uWStliWdSrZxpRSSWD4CUw6uwDkkjEm/L+dlmXtzuVYgELGZwnwBp8lwDt8ngBv8FkCvMFnCQXiVacb0nwTAAAAAAAAAFBUCIwDAAAAAAAAAIoKgXEAAAAAAAAAQFEhMA4UvmOS/nr4XwCp47MEeIPPEuAdPk+AN/gsAd7gs4RRxViWlesxAAAAAAAAAACQNWSMAwAAAAAAAACKCoFxAAAAAAAAAEBRITAOAAAAAAAAACgqBMYBAAAAAAAAAEWFwDgwChhj7jDGWMaY3lyPBShExpjrjTEvGmNOGGPOGmP2GmP+ItfjAgqJMeZaY8y/GmPeMcb0G2PeMsb8H2NMRa7HBuQrY8x4Y8z/Ncb8lzHm2PDx3F/F2fY6Y8xLxpheY8xJY8yPjTH1WR4ykJecfJaMMaXGmP9pjPmpMebQ8G/Vm8aYrxpjJuVm5EB+cfO7FHEbY4x5eXjbx7I0VMATBMaBAmeMuVTSP0h6J9djAQqRMeZmSVsknZJ0u6SPSHpIksnluIBCYoy5UlKrpDpJ90r6qKQfSPo/ktbnbGBA/quWdKekMZL+Nd5GxpgrJLVI8kn6lKQ/ljRH0lZjTG3GRwnkPyefpXGS/krSfoV+qz4i6anh2/3CGDMu04MECoCj36UoayTNytSAgEwqy/UAAKTtCUkvSzou6Q9zPBagoAxPLH1b0pOWZX0u4qrNORoSUKhuljRW0icsy+ocvmyTMWaapDuNMZMtyzqRu+EBeWu/pMmWZVnGmBpJd8TZ7m8knZf0UcuyTkuSMWaHpL2S/kTSl7MxWCCPOfksnZU007Isf8RlLcaYA5Kel/QJSc9lfqhAXnP6uyRJMsbUSXpQoQSjH2d+eIC3yBgHCpgx5lZJH5b0uWTbArB1h6RKhTLEAaQuMPzvqajLT0oakjSQ1dEABcIalmgbY0yZQqswfhQOig/fdr9CE7l/kNlRAvnPyWfJsqxgVFA87JfD/17u/ciAwuLksxTl25I2WJb1L5kaE5BJBMaBAmWMmSrp65L+1LKsQzkeDlCoblBotcUVxpjXjDGDxpijxpgnjDETcj04oICsVSgI/rgxpn64PuVHJX1W0jcty+rL6eiAwtagUAmIN2yue0PSLGPM2OwOCRhVlg7/uzunowAKjDHmDkm/JenzuR4LkCoC40Dh+pakPZIez/VAgAJ2qaQKhZbP/lDSjZL+XqGlgC8aY6gzDjhgWVa3pCZJ8yR1Sjot6QWFAuZfzN3IgFGhevjf4zbXHVeoJ8bk7A0HGD2Gy+p9VVK7pH/P8XCAghHR6+xLlmXR7wwFixrjQAEyxnxC0u9KutblMicAI5UoVBf5ry3L+urwZS3GmAGFVmQsk/RSjsYGFIzh+pIvSDqiUL+LY5IaJf25pCpJq3I2OGD0SHTMx/Eg4JIxZoqkFxWaXPq0ZVlDOR4SUEiekPS6Qg1sgYJFYBwoMMaYKknflPQNSe8YYyYNX+Ubvn6SpADL1gFH/JJmS/pZ1OX/qVBg/DoRGAec+KqkCZI+EPH787IxpkfSPxljnrUsa0vuhgcUtHBN5Gqb66YoFBQ/mbXRAKOAMWaypA0KrR5callWV46HBBQMY8wfSrpJ0vWSJkYtsvUNxyT6LMsK2NwcyCuUUgEKT42kiyTdJ+lExH8rFGoieELSupyNDigsdvVapVDmkBRqGggguQ9I+rXNpOwrw//Oy+5wgFGlU9JZSVfbXHe1pLctyzqX3SEBhWs4KP6SpJmSlluWFe94EIC9eQol2m7TyJiEJK0e/v/fyc3QAHfIGAcKz7uSlthc/qeSPizpv0vqyeqIgML1I0l3KvS5eTXi8o8M/7st6yMCCtM7kuYZY6osy+qNuLxp+F+aRAMpsixr0BjzgqSPG2O+ZFnWGUkyxkxX6JjwazkdIFBAIoLi9QoFxV9NchMAsb4rqcXm8s2S/lXSI5J2ZW84QOoIjAMFZjgjqCX6cmPMZyQFLcuKuQ6APcuy/ms42PB/jDElCgXCF0j6S0n/blnWz3M6QKBwfF2hE6ENxpivKTRBu1DS/ZJ+rVB5IgA2jDH/XaFVf+OHL7pyeJm6JL1oWVa/Qr9Lr0j6d2PMVxXqj/E3Cn3W/jHLQwbyUrLPkkJlh34m6VpJ90oqM8YsjLiLY5ZldWZpuEDecvC71C2p2+Z2kvQbYhIoJIa+fcDoYIz5rqQ/tCyrKtdjAQqJMWacQgGHmyVNUyjzdZ1CDTnP53JsQCExxixRaPXS+yVNlHRQoYacD1qW5U90W6CYGWO6Jc2Ic/XM4QCEjDHzJT2k0EqMQUmbJP0JgTwgJNlnafjffQnuYq1lWZ/xckxAIXL6u2RzO0vSNy3L+nyGhgZ4jsA4AAAAAAAAAKCo0HwTAAAAAAAAAFBUCIwDAAAAAAAAAIoKgXEAAAAAAAAAQFEhMA4AAAAAAAAAKCoExgEAAAAAAAAARYXAOAAAAAAAAACgqBAYBwAAAAAAAAAUFQLjAAAAAAAAAICiQmAcAAAASIMx5q+MMZYxpibO9buMMS1ZHlPz8Jias7lfAAAAoFAQGAcAOgY0JAAABgZJREFUAAAAAAAAFBUC4wAAAAByzhhTaowZk+txAAAAoDgQGAcAAACyyBhTYoz5c2PMHmPMWWPMSWPMG8aYL0ZtN9sY831jzFFjzHljzJvGmDU293eFMeanxph+Y0yPMeYJSeMdjGPxcLmVFTbX3T583QcjLltgjPmJMea4MeacMeZVY8ynom5Xa4z5ljHm18aY3uGxbzLGLI7arm74/r80/Fzsk3Re0hKnzw8AAACQjrJcDwAAAAAoMl+S9FeSHpD0sqRySVdImhTewBhzpaRWSQck3SfpXUm/LelRY0yNZVl/PbzdRZK2SApI+pykI5JukfRYskFYlrXVGPOqpDWS1kdd/XlJr1iW9crwfpZI+qmk7ZLuknRK0v8n6YfGmArLsr47fLspw//+9fCYqyT9gaQWY8wyy7JaovbzBUkdkv5E0mlJe508PwAAAEC6jGVZuR4DAAAAULCMMX8l6S8l1VqW1WNz/S5JPZZlNQ///YKkyyzLujbBff5U0lWSrrIs63TE5d+QdIekSyzLOmGM+apCgeRrLct6PWK7/5K0XNISm2B05H4+I+k7w7d/bfiyD0r6paSVlmU9O3zZm5LOSvoty7IGI27/gqT5w49nyOb+SyUZhYLqpy3L+vjw5XWS9knqlPQ+y7ICUfeZ8PkBAAAA0kUpFQAAACC7finpmuGSI79tjJkQeaUxZqykZZL+RVK/MaYs/J+kFyWNlbRwePMlknZHBsWHfd/hWNZLOqpQ1njYPZKOSfrh8HhmKZSxvW747+jxTJM0N2L8dxljdhpjzkkaVCibfZmk99ns/yeRQfFhCZ8fAAAAwAsExgEAAID0hDOoS+NcX6ZQcDjsQYVKhyyU9J+S/MaYjcaYBcPXVw/f5p7h20X+9+LwNjUR275rs0+7y2JYlnVe0pOSbjbGTDLG1Er6lKSnh6+TpIuG//0Hm/F8K3I8xpj/KelxhUqufGL4MX5QoYzxcTZDOGxzWbLnBwAAAEgbNcYBAACA9BwZ/vfSiP+XJBljjEIZ1e3hy4ZLkTws6WFjzCRJN0r6iqSfGWMul3RCUlDS9yR9M84+9w3/65d0sc31dpfF87ikP5X0xwplo5dJeiLi+nB5mAcl/TjOfewZ/vdWSS2WZd0deaUxJl4z0Ji6jsmeH8uy+pM9IAAAACAZAuMAAABAejYpFOD9tKSdUdfdJGmCpJfsbmhZ1klJ/2yMuVTS1yXVWZb1a2PMZknXSnrDsqyBBPveLOlLxphrosqp3Ox08JZlHTbGPK9Q806fpBcsyzoQcf0eY8xeSddYlvVnye5O0vnIC4wx75fUJOmg0zFF7Pukop4fSb92ez8AAABANALjAAAAQBosy+o0xjwm6X8NZzi/qFCjyg8qlIndroia38PNJXcNX35M0gxJ90raL2nv8GZflPRzSVuNMY9L6pY0XtIsSb9rWdbS4e2+rlCm938YY/5coYz1WxSqCe7GIwqVP5GkP7K5/rOS/tMY8zNJ35X0G0lTFKobfp1lWZ8c3u7fJf2FMeavJW1RqPb4/1Eow93RuYfD5wcAAABIC4FxAAAAIH1fVCiTeZVC5UTKFArkflPSA1FZ35sVqr99h0LZ5O9K2iDpb8ONKIezxq+T9BeSHpA0VdJJhQLD4TrjsizrXWPMhxUKbD8uqV+hpp2fl/RvTgdvWdYvjTHdks5alrXR5vrNxpjfkvS/FQrGT1aojMuvJf2/iE3/TlLF8PPwpeHr75L0B5KaHQ4n6fMDAAAApMtYVkxZPwAAAABFZLjcyeuS1liW9a1k2wMAAACFjsA4AAAAUKSMMQ0KlSr5iqTpkmbR3BIAAADFoCTXAwAAAACQM3+hUJmSKkmfJCgOAACAYkHGOAAAAAAAAACgqJAxDgAAAAAAAAAoKgTGAQAAAAAAAABFhcA4AAAAAAAAAKCoEBgHAAAAAAAAABQVAuMAAAAAAAAAgKJCYBwAAAAAAAAAUFQIjAMAAAAAAAAAigqBcQAAAAAAAABAUSEwDgAAAAAAAAAoKgTGAQAAAAAAAABFhcA4AAAAAAAAAKCo/P9V67KDxLJTwQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 清理异常数据\n",
    "    # 去掉使用年份超过5年，保值率大于0.8的二手车\n",
    "    # 注意：清理的标准不一定准确，可自行调整\n",
    "cleanedData=data4Cal[-((data4Cal[\"used_years\"]>5) & (data4Cal[\"hedge_rate\"]>0.8))]\n",
    "# 设置画板\n",
    "plt.figure(figsize=(15,5),dpi=120)\n",
    "# 设置绘图数据\n",
    "    # 横坐标是使用年份\n",
    "    # 纵坐标是保值率 \n",
    "plt.scatter(cleanedData[\"used_years\"],cleanedData[\"hedge_rate\"])\n",
    "# 设置回归曲线\n",
    "# 设置图名\n",
    "plt.title(\"Used Cars\")\n",
    "# 设置x轴标签\n",
    "plt.xlabel(\"Used years\")\n",
    "# 设置y轴标签\n",
    "plt.ylabel(\"Hedge rate\")\n",
    "\n",
    "\n",
    "# 绘图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd6741f5-53f9-4588-9a4f-abec62d1ca49",
   "metadata": {},
   "source": [
    "### 4.2 行驶里程与保值率的散点图\n",
    "#### 4.2.1 直接绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "14e9da1c-5743-41dc-b83d-a5fbcccbc697",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:48.019816Z",
     "iopub.status.busy": "2022-07-13T03:59:48.019458Z",
     "iopub.status.idle": "2022-07-13T03:59:48.183940Z",
     "shell.execute_reply": "2022-07-13T03:59:48.182781Z",
     "shell.execute_reply.started": "2022-07-13T03:59:48.019790Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABcYAAAImCAYAAAB5F1m0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABJ0AAASdAHeZh94AAEAAElEQVR4nOzde3xU9Z0//tcnk5lcIcAkKCqXJFxU8IJEIUAQUKtbt5fttttiFbSAl3qp/uy3ru12XVerS7erq7VVG7CiIr1t71KtBoLRJGi4qCDXJNyU6wQCZJLMZHJ+f0xOnExmznw+55y5Ja/n49F1SSZnztznvD7v834LTdNARERERERERERERDRYZCR7B4iIiIiIiIiIiIiIEonBOBERERERERERERENKgzGiYiIiIiIiIiIiGhQYTBORERERERERERERIMKg3EiIiIiIiIiIiIiGlQYjBMRERERERERERHRoMJgnIiIiIiIiIiIiIgGFQbjRERERERERERERDSoMBgnIiIiIiIiIiIiokGFwTgRERERERERERERDSoMxomIiIiIiIiIiIhoUGEwTkREREQ0wAkh/kMIoQkh5iZ7X4iIiIiIUgGDcSIiIiIiBUKIuT0hc7XBZcb1XGZv4vbMfkIIlxBisRDiNSHEISFEpxDitBBiixDif4UQFyd7H4mIiIiIzMhM9g4QEREREVHqEUJMBPBHABcAOA7gTQD7AbgAXAjgdgD3CCG+rGnan5O1n0REREREZjAYJyIiIiKiPoQQZwGoAnAegP8F8H1N09rDLjMSwEMAhid8B4mIiIiILGIrFSIiIiKiBBFCDBFC/FAIsVUIcaqnLUmjEOLXQohpES4/XQjxOyHEYSGETwhxQAjxvBDinCjbnyaEeL1nu6eEEG8JIcpN7OqjCIbiqzVNuy88FAcATdOOapp2J4BfhVz/RCHEfwkhGoQQx3par+wTQvxCCHFehP3V29L8hxDiip6WLS09PxvXc5mLhRCrhRB7e7Z3TAixqaeVi9PEbSMiIiIiYsU4EREREVEiCCEEgNcBzARQB2A5gC4AowHMBVADYGPI5W8BUAmgE8CfARwAMAHAEgBfEELM0DRtf8jlZwJ4C8FWJ78HsAfApQCqAaxV2M8cADf1/PPhWJfXNK0z5J9fQbDFyjoAtQB8ACaH7HOZpmmfRNhMOYAHAbwD4AUAhQB8PT3MNwDQELwPmgEMBTAewLcB/BsAv+xtIyIiIiLSMRgnIiIiIkqMKQiG4n/UNO2fQn8hhMgAUBDy74kAngewF8CVoWGyEGI+gv2+nwLwTz0/EwgGyjkAvqxp2p9CLv8dBNuhyCoDkAXgE03Tdir8HQC8DODJsLAcQojPAfgbgkH2HRH+7nMAbtc07fmwv7sfQDbCblPP74YD8CruHxERERERALZSISIiIiJKtEhtSbo1TTsR8qM7ADgBfCe8wlrTtLUIVk9/QQgxpOfHMwFMAvB2eIAM4BkAjQr7N6rnvwcV/kbft0/CQ/Gen/8dwDYA10b50y3hoXiYSPfZCU3TulX3kYiIiIgIYMU4EREREVGifAxgC4AFQoixAP6EYOuQBk3TfGGX1fuCXymEuDzCtkYCcACYiGD7lct6fr4+/IKapgWEEO8AKJXcT6H/qeTlP/vDYOX6NwHcDOASBAdzOkIuEn47de9F+fmvAXwHwB+FEL9DsFXMu5qmqQT9RERERET9MBgnIiIiIlKjVykbnX2p/663orknoJ4P4N8BfBXAsp5fnRZCrATwoKZpZ3p+5u757/+LsS/5Pf/V27AciXK5wzG2E+rTnv/2G5Yp4QkA9wI4BOANAJ/gs2rvmwGMjfJ3EfdP07T3hBAVAH6A4H12EwAIIXYCeFjTtNUm9pGIiIiIiME4EREREZGi1p7/ug0uU9jz35OhP+xpl3IfgPuEEOMBXAngNgB3ARiGz4Ze6tdRoGnaKYV9OivK78+W2IauAcGBn+cJISbJ9hkXQowEcA+ArQBmapp2Ouz3Cwz+PGp1uqZpdQD+UQiRBWAagOsA3A3gVSHEMU3T3pLZPyIiIiKiUOwxTkRERESkZieCwfFEIUS0cFxvhfJBtI1omrZH07QVCIbjZwB8KeTX9T3/rZDcp009/70y/BdCCAeA2ZLbgaZp7QgO0QSAH8a6fE9gDQAlCB5f/D1CKH5ez+9N0zStU9O0Wk3T/h3BAB7oe58REREREUljME5EREREpEDTtA4Av0Lw7Mv/7umr3asnBNZboLwY8vNiIcTkCJscDiALfQdMPgPAD+BJIcTE8D8QQrh6WozoahEM7OcIIcLD4rsg319c928IDt/8phDiv4UQORH2oVAI8TSAb/T8aG/Pf2f3hPH65fIBVMLE2apCiAohREGEX+mV8V7VbRIRERERAWylQkRERERkxv0ALgdwC4ByIcSbAE4h2EP7SwCGAFimaVroMMxLAPxBCLERwXYjnwIo6rm8E5/1HIemaTuEEN8C8AKAbUKI1wHs6rncGAQryY8BOL/n8poQYjGANwH8nxDi9wD29Fzn1QBeR7AFiRRN044IIa4C8EcA3wWwqOc27gfgAnABgLkIBvpf7vmbw0KIXyEYlG8RQvwdwd7n1wDoQHDw6KWy+9DjfgCfE0JUA2hCsLJ+MoB/AHACwC8Ut0dEREREBIDBOBERERGRMk3TPEKI6Qi29PgnBAdL5gDwAFgP4FlN09aE/VkDgMcRbHdyHYKV4scAbATwtKZpfwu7jleEEB8gGA7PA/A5AG0IBuq/A/DrsMu/21NF/iMEg2MA2IBggH0tFILxnu3tEkJcimDf838GMB/BvuqdCFaHLwdQqWnaRyF/thjBAPvrAO7suX1/RnDg6P+pXH+PnyMYgE8HMAvB45eDPT//H03T9pnYJhERERERhKZFnXNDRERERERERERERDTgsMc4EREREREREREREQ0qDMaJiIiIiIiIiIiIaFBhME5EREREREREREREgwqDcSIiIiIiIiIiIiIaVBiMExEREREREREREdGgwmCciIiIiIiIiIiIiAYVBuNERERERERERERENKgwGCciIiIiIiIiIiKiQSUz2TuQyoQQBQCuBHAAgC/Ju0NEREREREREREREkbkAjAawXtO01lgXZjBu7EoAf0r2ThARERERERERERGRlC8B+HOsCzEYN3YAAP74xz9i/Pjxyd4XIiIiIiIiIiIiIopgz549+PKXvwz0ZLqxMBg35gOA8ePHY/LkycneFyIiIiIiIiIiIiIyJtUSm8M3iYiIiIiIiIiIiGhQYTBORERERERERERERIMKg3EiIiIiIiIiIiIiGlQYjBMRERERERERERHRoMJgnIiIiIiIiIiIiIgGFQbjRERERERERERERDSoMBgnIiIiIiIiIiIiokGFwTgRERERERERERERDSoMxomIiIiIiIiIiIhoUEm5YFwIMUQI8WMhxN+FEMeEEJoQ4j8U/n6kEOJFIcRxIYRXCFEnhLgqjrtMRERERERERERERGkk5YJxAG4AtwLIAvBHlT8UQmQBqAJwFYDvAPgSgCMAXhdCXGnvbhIRERERERERERFROspM9g5EsA/AcE3TNCFEIYAlCn+7GMAUADM1TasDACHEOgAfAPgxgOl27yzRQOX1dWH1hv04eroDI4dkY8H0Mch1peJbRmrxB7rRsPcEWtt9KMhxoWzccDgdqbgGSUREREREREQ0eKVcyqVpmmbhz/8JwE49FO/ZXpcQ4hUAjwkhztU07RPLO0k0gHl9XViysgF1TR6EvhofXbMd5SVuLF9UxoA8An+gG89WN+Klur04fsbX+/Oi/CzcVD4Wd8wtZUBORAMaFwaJiIiIiCidDLR0awqAmgg//7Dnv5MBMBgnisLr68LsZevQ0ubr9ztNA2obPahYtg41D8xjOB7CH+jGrS81YN3OYxBhvzt+phNPvLkLWw6cxPM3TWNIlAZSNdxL1f2ivgbj45QqC4N23/eD8bEkIiIiIhpMBlqy5QbQEuHnLSG/j0gIMRJAUdiPS23aL0oRkQ5yAfDAt8eSlQ0RQ/FQnjYflq5swKqlMxK0V6lLfz69umEf1u08BgAIP+VF//faHUfxXHUj7r5qQp+/NXreDeZQJhm3PVXCvXTZr3Rj5jml8pmRyo9TPF9PqbAwqHLfy9wXXl8XHvrTNry+7TBOd3T1296SimJ8cKA1pd6b7XiMB/NnDhElFt9viIgoVQy0YBzon0vJ/u7bAB6yeV8oRUQ7aM51OQAAXl+g92eJCjFSrYe319eFuiaP1GVrmzzw+ros7a/+hdjT1okjrR0YkefCpv0nkOV0YNRQ4/sjkV+mowVjkZ5PRgSAl+r2YeHMsXj0r9ujBi53zC2Nuv3w56bV+yHZ92Ok65INuFQDS5lFiGjh3rGecG/T/hP4+TcvS2ggZkfoaFcgnOznhpXtx3pO+QPdfd6Pv1p2HlbW7uv3NznODHRrQGdXd+/PCvNcmD2hEJsPnMQ+j7ff9ScyHNbvx7ysTAgAre1+VO88hnU7j9oW1oc/XvVNHuWFQTvo+9HS1onKmmZsOXDS8DXyzA1TsbymOebz4Id/3Io/bvkEgW70o78XPLN2N3wBLeI2Eh3s2LEgk8qLOkSUPPH4fOb7DRERpRphraV3fPUM3zwG4GFN0/5D4vKHANRomvYvYT+/HsBfAVyradrfo/xttIrxP23duhWTJ082cQsoFYQHS7Ge8fpl5p8/sjfEsPOLYbQe3kIgqT28V9Q04ZHXtktf/ofXX4DFFSXK1xPtC3G4SPdHvL5Mq4TfQ7Mzke104OjpTqnnUzhHBiIGLvq25k4qQqC7GzW7+y9ShF7mkvOGYdWGfabuB7vuR3+gG/VNHmzadwKAwLSxwzC9xN3nb6NdV2G+CwvLx/Wr5Iz2WtX/PWdiIUbkuvDGtsNo9392R0Za5HLnOnH2sBzsb/FGXYTQr/vpqt144s1dMW+z0yHgDwnECrKdmDOxEF+/fHS/267fJivvHbL7df81E/uFjmYe50QesMb7uvTn57K/7cDWT09FfU4Ny3Witd2PRHwduvfqCbj36om2bjNadbORSJ9zsUR7vIRAzPtOACjMz0Ltg/MtP6Ybmjz49fsHsH7XMZySvL0AUFyYh+bjbVGfB2cPzcLR053oNvE8MHN/2kHmPXP++SPxzA1T8cGB1t6F6LMLsjEiL6v3s05mG9FuF6s+++L9MbgNlMc/nt+3rbzfpLKB8tgTEQ0E27Ztw5QpUwBgiqZp22JdfqAF438HMFrTtAvCfv6vAB4HcK6maZ8qXP9kAFsZjKc32WApknuvmoCMDGHbF0OjHt46d57LUg9vs1/MHl/zMZ5/u1n6ehbPGodzhuUoVbyHfiGWpd8fTkeG7V+mo4a2eS4MyXFGDFFSidkQI9b9OHX0MCyuKIa7JziJFJ4+s3YPKmua+gTRQDCgXlpRgrvmjwcQbM+zflf0x3vupCJULiyD05Fh6bWqIvx+AoDyx6vgOeOz9FiHhv1A5IWVghwn5kwoxL9cPhozIgTpofyBbqn9ihQ6mjn4TNQBq2xgbXZxUnbxLRmEAO6ZPwF3zR9vS9XdM2v34OfVe/os1qiKtKiib1+/z/OzMlFZ04T1u45bek+87+qJuKJ4hHLrqFR+TMNFuz/jQfY9M9fl6PdeDQQ/6yaePQS1jbHPFgu/Xaz67Csd7w8GefZJx8c/mnh+F7Cy2J+qBtJjT0Q0UAz2YPwOAD8HMEPTtA09P8sEsAXAGU3TlJoiMxhPf7LBUjQuRwZ8gW7bvhjeUFkvdQA6q9SNF791hdIBi9UvZqoV4+FkKt7NBp+zSt2YXuK29cu06pkE6eaLF4/Cgulj+z1vVB+DSC1Mlqx8H+t3HTf8u7mTijDlnAI8s25PzOu4Z/543H3VBJQ/XpXw0Ov+ayaibNwILKist22bcycVQdO0mCFiYZ4LC2eOi/rarGv0KO3X6qUzUF4aHKVh5uAz3gesZsLNe6+eAE0DXqzdi9Z2f+/Po72vmVl8SwYzoUK0oNqKaIsq8Q6hQ5/7gHHrqCUVxbhz1aaUf0wB+yrjZejfbxLxnhl+uwZy1acZ6XZ/MMj7jF29+dPp8Y8lXt8FrCz2p6qB9tgTEQ0UAyIYF0L8A4A8AEMAvADgtwB+0/PrNZqmeYUQKwAsAlCqadq+nr/LArARwFAA/wrgKIK9w78A4GpN09Yr7geD8TSnGiyZIfvF0OvrwuSH3pA+Xd+d54SnLXYQBNjzxUx1/6Lvd+SKdyuLFEIAw3My0eI1Pm0+2pfpSAc+z1Y3JqQ6OdmK8rNww/QxKBs3HKfa/fj+H7biVLtf+jEIf/6o3G8ZAtJtCf75snPxf5s+kdwre+jPl//44oW489XNCb3uUNFem69vPYTbX9kkvZ3nbrwM100ZZergE5Cvmi/IduJHX5kS9YyCSMwE1gJAhhAIGLwphd93iTrrwA73XjUB914Tua1KeL/whr0n+rVOspO+qJLoBcM5EwshgIiLSPq/9RYo6SR0kcqIaigXevn9LV48tmaHnbsdk367UqnqMxXmtcjeH/dePQHTi91JrdBmkBdk5+JAKr0erIpneG1lsT9VDaTHnohoIFENxlN1+OazAMaG/PtrPf8DgGIAewE4ev7XO2tJ07ROIcRVAH4M4KcAchGsFv8H1VCcBobW9vhXUi2vacbiiuKYB2KrN+xXCp1DQ3HAeIDbs9WNloef5boyUV7ilqpoN95vH5aubMCqpX1P0GjYe8J0qKNpiBmKA8HbeuxMJxr2nugNeaK1SvH6AwOyUjzcsTOdeKpqt+m/D33+/GztHrxcv1f6b1V69SY6FAc+e74cbu1I+HWH0u/b8JC0IMeltB398rKvNf32v1S7F5POHiL9+mzt8OOunoUE2RAh9D1KlgYYhuJA3/c1f6AbL9XtTZvX9VNrd0MD+rRVMdMv3A4tbZ2oa/Tglfp9UT9L4uHtkIr3aJ9d6RaKA7G/e8QK5ZZUFPcZ8nvJ6IKIg0MTrbXdp/Q6++m6PbjovALMGl9oe8gabV7Lo2u2J3Rei35/yHiqajc07bPP42RUaNvxfTHd2THUOnRbMq8HfQD77Sleja/6/UH/vi1D9ZgsEcdwVgy0xz7Z2NqJiJIpJYNxTdPGSVzmZgA3R/j5EQQryWmQ8we68cmJ9rhfT2uHH+WPr8Xi2cWGBzdHT1sL36IdsKh8MVtZuxdTxwzDmc6uiF86li8qi9kDXUZtkwfrdh5Bp78b+VmZ0AC8sztxp8G3tHUaH/hYvH2DkQDwy3f3orXDH/Oy6easgmwU5ruSGjhFCknLxg1HYb5Lqoo71+XAJaMLAKgfTD7y2nYMzTb3dUAmRIh3YK0fcFpZfEsGTQsGZR990opnbpiK59c3We4XbtaDf/gIp9oTF8QPdEaLWkafTcd6Xk/PrN0NX8jzILStWzIV5LiUXme+rm7c/Mv3Iw5btsJoXoumAbWNHlQsW2dpXosslfsjfJ1PNYS1ikFekJ2LA/EMkpMhnuG12cV+VfEOWPXtv9fcklKPfboGy2ztRESpICWDcaJQZk41TvSQrtZ2f7+Dm/DTe4flmvuCFy78gEXlS/nxNh9uXPFe78/0Lx2LZo7Fr98/gL9vO4x2n/VwRNOAW37ZYHk7ZlXvPIbGY20JrXwc6DRgQIbiAODOy8LC8nFJbcERGpLq7yFOR4b0fnl9Adz16mY8c8NUVG0/qnz9p0xWJ4eGCD/4/Uf40Vcu6vf+HO/AWj/gTPXqsmjW7jiK65+uQfNxb9L2gaG4PfT2AmXjhke9jFEop/OFLY74At2Gl4+30NtVtf2I8t8fP+OzNQBesrIh5gJ+tLPX7OZp6zT9t2YrtM0GYPVNnpQK8pJBpcJfZnFA9XPHyvMlEeIZXssu9su8j0YS74DV6vFlvL6jpHOwbOfZG0REVjAYp5Sl8kGvHyR42jqxvKYJWw60JqWyau2Oo3i6ajc27jvR7/ReYdMO6Qcs7+45jrmTRlr6oqVXp6VLT15Zr310CNmZIm1aKlDyCBEMC267sgS/33QQez3JCyeB/gHJHXNLseXASazdETvsTnbA+puNB7F259F+laGJCKz1gChdJTMUt5MQ/atikynRfco1AAvLx0Y9gE+3dj+60Ntl5XVmR4sOr69LuuVbbZMHXl9XXKvGj9jQiku2Qtvoe/EN08fg8nHDI54RqP9dZU2T0n6l62KjEZWFWpnFAdXXw9s7j+EfLz5H6W8SKZ7htexif6z30UjiHbAabV9WPL6jpHuwzNZORJQqUu8dkgiffdA/8eYueMK+wOof9Le9vBFeXxeefHMXyh59Cwsq63HXq5ux5UArAOsHnS6HMPXl55m1e1Db6OkXDtgdFtz8y/dxQ2U9spx8GYfz+gJo8XalVfCQLsy23EhVeqX2t1dtwukUqYh/dn0jvD1nbjgdGXjy65fAIflmlOyAVa8Mve3ljfD3VLkmIrDOz8rsPaBPdruJwew78ydg9dIZ+MeLRyV7VwAEg5t7r56Af//CBbjo3KEAEJfnh77N+eePxO1zS6NeTg/l0uWzKdLt0l9nZrf3Ut2+3vcGM1bW7pW+rKYF57vE09kF2Za3EVqhHY3R92J9lsiNK97D7a9swoLKesx8fC2ertoNr6+r9+9U5xZUbT9q6bFKBf5AN+oaPXh96yHUNXrQolixHWtxQPX1sHZHat+nengd6z3KTHgNBBf7558/EkD/92LZ99FIVAJWM2TO9IlGILh4pVoBb3W/7Ljd8RS6UGzEjs8NIqJYmKhRSpL9oJ/5X2vxVNVutLbbF2gJAcwsdePWOaWmDl4TecBb2+jB/b/5ECNyMxkGUdwV5WfhllnFyd6NuKjeeazfwNtk8foC+Gblht6DgEf/uh1JaDttSeiBWCIC63t/tQXPVjfim9PHpk3oOFCEhhl3zh+P8lI3vnH56KTuExBcxPvqtPPwSv0+3PLLBnz0yangL2x4Iua6HH3+XZifhfuvmRizKi+VK3BnlbpRlJ/V52eRbpcenJkhEwDH8nLdPqXLW53vEsuIvKzYF5Jk9PxQDeb0IpLrn35HefCx7rcbD/ZZ5AT6B82pGlb5A914umo3yh+vwoLK+t4Fgwd//5HSdhwO4987HRmYN2mk9PaOt/ksPf8TIV7hNRC8v56/aRruv2YiCiXeb2TEO2CV3X40ZhcRYkl0sGz3a192odiOzw0iolgGVukfDQgqpxqf9MYhyOoZ3OTKzMDcSUWoNnlAkSgtbT7kZ2cyDKK4W1g+FosripM2IHAw2XzgJJ6rbsTiimL89cNPk707ysJbA3zj8jF4Zt2euF2fpy1YqT53UhFmT3Djnd1yrRbIusL8LCwsH9unDcT0EjdyXQ54fQFbrqOkMA9Nx9uUWpCc6ujCs+sb+4UG+tlbw3OdyM/KwIETahWkcyYW4rkbp+GDA63KPZ7zslLza/f880fi+ZumAQDe2XMMr31wCB1d3bj4vALcOKN/oHPH3FKs23EUmw+cNHV9ZhcIvL4ufKrYuuTDA6ewoqYJC6aPsdRSJVpf77Jxw+HOc9qysBrt7BozLXj0y1ltIaQvct4+tzRt+hgbtZdQnadx/68/RP33iwyfO3MnFeG3Gw9KbzOVF8iAz8Lr56ob8VLdPhw789l7ZKT3ezPbv/uqCb1Ds60Oi4z3AFSzc1L016vZRQS79iv8dts1u8vqaz+eg16JiFSl5jd0GtTiPagtFv1gonrnMdx79QRMGzMcy2uaU3rw4BmTg/PIHvqXX6dDDNjAeOroYb0HMelyG10O0W+IXTp5dn0jKt9pQrs/eRV5k87Kx+FTnTjV7ldafAs9ELtkdAFefS++7QxC37cpvuZOKsLi2cVoi9DLWOd0ZGBpRQmeqtpt+npCQ4VnbpiKFTXN/UIaGdGetye8fpww0XnostHDkevKVApWQoOFVJPrcuCZG6bCH+jGkpUNfeaj/PXDQ3j8bztQXuLG8kVlveGg05GBVUuno+zRt0wtfphtr2SmLUpdswd1zR48umY7ykvcePbGy/Dxp6dtDYUWzSy2NKvFqF+zP9CNl2oTN0w+nACwsm4vGva1YP2u42nRx9hK24twpzq6eoe4RgsUVc8aSId5GHaH19Guw47hrvEOWM0GsnYsIhhR3a+Wtk48XbVbKeCOZw/zeA56JSJSxWCcpKmuMJuVKivCAsCq+v2ofXA+FlcUo/zxtba2bKEBRAB3zi3Fax8eSvrwxnjIzBD43OSR8Ae6U+b1aaSo52BkcUUxKt9uwpNvmQ/nksmualsrdh09gzvnjjdd7d3a7sOSlQ1oaUv95w0ZEwL4zlUTcOe88VKf/XfNH48PDp40vViR43LgjitLe0MFPaT5z79sw8v18V1oMbJqw37cOV/uPgDsGdoWT15fABuag23ZIr1OtZ6z6GYvW4d3HpjXG47nujJx+5WlSoGwmYF9oay0RdFvx6UPv9knLLUjFHrmhqnSQ5Ij7hv6t1qIFsgnmobg7Ij1u473/jv890DqDMiLx4Db2iYPfvLGTvzq/f0RA8UlFcVxG1iZbHaF1/GkOmsp3oHsfVdPwBXF7rgdJ+tU96uyphlbDpxUCrjjORwznoNeiYhUJX9Zn1JetD59+mAfu/sLpsqKcGjFY64rE4tnD8zeymSdpgF//uDTARmKA0BXt4Zlr+/C5IfewE/Xxq8dhlVZDoFXFl+B2gfn4+6rJiDXlYkrilP7gC7VaRowNCezt9+oqixnBuqa2NZkIPjO/Am49+qJ0gf6TkcGKheW9fSSVf9cz8nMwNQxw1C1/UhvP1N/oBt7jlhrDWGVaq9TO6tX4+Xx13bEXLxqafNh8YsNfX4W2otYRrReu7K9a0cOsWfQZajQge7h1ysbCq2oacYzN0xFcWGe0r5E69dsNGgzVaXKgLx4DLjVNOCZdXv6PRb6c+euVzdLzbeIV6/pwcrr68INlfX4Vtj7UjRmh2CqDFgtys/Ct+cFZ23E+3GWnd8iEDwzaEtP6yvZIZ3x7mEe70GvqSRdZjMQDWasGCdD8TyFKhrZFeRE0Stk75hbik37TyTkVH2BYCjg7eIHZ7o40NKe7F2IO00Dtn16ylQl1u1zSvDq+/txqj1+bX9unVOK2ROK+vws1d5P0pHnTGdvv9GVtXtxXKL6W6/w2X3kTG9bhoEu25GBjgF6sKMP1lQVfjr+e80tePItuQpjj9ePG1e8F7Kt1GlVJXvmTDyqV+Nh19EzUpera/LA6+vq01JF5r0hWq9d1d61C6aPwaNrttv6nhKt6lH2sdNDoa5uTbmfd7RWC+mwmBLObP9mu8XzrDajQPHi8wow//yRWLvjaL/nTLx7TQ9GXl8XZi9bp3Q2mtmA1enIwNemjcaz6xtjXvZrZeclLMDVg+VYZ+3oz0XZ9zL9/SjevduB4LG1frbNQHzdxKs/OxHZj69EMqRyCpVdZFeQE6Vq+9Held2ZJYn5sq8BWFxRApGK513ToGfmtfmbjQcxPDt+a7HDcp245+r+p3Ha9X5SmOfCt68sxbnDrFcsJtMlowswZ0Kh0t+MHJLdG3DWff8qfG3aeTH/Rj8A9Sj2g05nMyfY//kwNDtT+fGy271XT4i5+B2rGko/HX/S2fmm9yNVQnFA/sy2eFSv2i1XsQ3BK/X7+vw79L3h5cVX4IuXjEJBjrPPZQrzs3D/NRP7PI+MqqKjVXHnujJRHqfvYeFVj7KPnR4KvVgbu7ISAApynPjZDVOxeumM3rObwluoyFRppqpkt1tLxlmneuvFZ26Y2nOGTN+e45Ge/2SNSou2aGdmqPiL5BD0v3yQ2GHpoWfthL9n6P+eOnoYvL6A9HuZfkZUInqx64urA/F1Y+YzjoiShxXjFJVqtYydw0VkVpAT5bcbD6Jh3wmcavfB0xbfHuOhq+P3XD0BG/efQG0j2xCYMSzHiZPsCZ8yWtp8aIlTBwRnhsD6/zc36vtP6PuJWRecMxSbDpzAp63me9ymgqUVJZh//khMfugNqapLIYJVmjqnIwOPfeUieNp8Ed+fdVNHD8PiimJTw/LSlcOmlUwB4JaZY3Hu8Fx8tew83LN6iy3bNWt6cfCU8EhzRgAoVUOlSqs0s1R7nSY7JJRx3ohc7DoiVzEOAB8ebI34c6cjAxUTilAxoUhqJo3Z3rXP3ngZZjy2Fu1+e2cwhFc9qodCct83Wtv9qN55DI995aKIn1nJHkBvldnXeKznjOyco2ScJaY/dz440Br3gZUUrBZXadE2IteJm2cVmz5ObW334eAJubNCD5xo733cEyH0rJ3w4dT6GSnFRXm469XN0tvU3/sSNRwzEYNekyGe/dmJyH4MximqRJxCFU2sD/oJZ+VLBcZnD83C6Q4/2nzWVmNVT4+VJQT6hFMjcp246LwClBTl4aXavXh6waW49skaeDi4TtncSUX445bEVm4MNnMmFKKu8Tj8SS52GJqd2XtqfzTfmjUOR1rbse3QaVPXUbP7uKm/SzXuvKzeqkuZ99CZJe5+963R+7Nu84GTuPLH1fj65aP7vc8NVJ+bfDbe3G5+8UWnAXihNliV+z9v7kr6EFZPWyeertrdL/wuzHNhSI4TzcfbpFutlY0bjhG5mWjxxq+lUjypnoqf6gsBQ7MzceGooUrBeHZm7Nsea2Cf2cILf6Ab9/5qi+2heCizoZCK3248CE+bL2IlZDwXU+L5Xmx2QF6sVgNLKoqxvKZZevFNtr0EAIwenoMDkoGnDP2xS4eBlels9Yb9Ss/j2+aW4tY55ltx/OSNncqXf+TLF5m+PlWxguU6xQIr/b0v0cMxB9LrJpnFhURkDl+BFFUiTqEyon/Q1z44H6uXzsBzN17We+rpym9dEXPgU3FhHtZ+dy5uu1K9L2qiXH/RKPzw+gvw5L9cgsnnDEVLux/Vu45jeU0zHnltOy7/URVKi/JwgYXTzweray48K9m7MOBdMGoI/r/PTUz2bsDj9Ucchhc6OPjGFe+ZDsUHilyXA5eMLgAALF9UBneecfDjznOhclFZxN/p78/rvzcXl/ZsM9yxM514Zt2efm0VBqpTcThDJdmhOAAsr2mKfCpwm6930Vi21ZrTkYG8rPg/H8aOyLG1FUXoKenFRXnSw7Nkh6Mly6mOLmQo7tz1l4wyfX16y52fr2tUalOiv7+HVuDFS3goJDN4riBb/TkdrQ2haiD/zStGS182nguUZvo3y7QaqFi2TrkVgUx7ifnnj8Rf75kd83NQRaovhA0UR0+rnblntaXb4VNq16d6ebvowfJ1U0b1Gf6p8l4WOpx0MA3HtJtqKy6Vgd5EFB98B6OoEnUKVSyRPuhDe5IVhfUkK8h24t6rJuDv981BrivT8Atysv31w0N45LXt+P9+8wG2fXqq30GLpgHv7T2B7Yc/q+ZSPYgdrB743QfJ3oWIchT7uaaykUOycdKbGu1qwhfmjA64ByuvL4C7Xt0Mf6Abua5MrP3ulZh8ztD+wYEAZpW6UfPAvJiV+MtrmrHlQOTWCrqTXj+yMwf2G5c7z4mzC9K7/3w4geBiiv74msnUwvs2e31dOHgyfoOKh2ZnQgDY19JuqY1CeFeczAyB7EyBzQdO4q5XN2NBZT1mPr4WT1ftNgzIU21mSjgB4O1dx+F0yL0+nQ6B2eOLYl8wTOgi5YLKeukBrLrWdl/ce29bCYVumTVOeQEk/LWh00MsGQXZTuRkJffkXyv9m2VaDehnTKrMOZLtW1yQ40LNA/Mwq9RtaaZP+HOH4mvkELXPWtXLhzt7qNrfq14+3qwE3LKLTOk6HDNekl1cSETq2EqFokr0KVSqZHuSyZz2n2wqB83dqXqEnWLOWGyfEy/tye47YqMTXj/cYQedyZLXEw7ofUhf3bAv6gH3YLZ2x1H8bO0eZGSIfqem5zgzcEXxCDy9YKrUQqceVMno7NJwxbjheH/fiQHZVmVIthNDB1hlvP4wWZnrEd5qTfUUeFWnOuxp0XLesBwcPPFZuO7v1vq1jIrWLiac0cyUZNMQrPz/p6nn4A+bY7ceu32O+une+iLlup3HTIfaBTmuuPfe1gB84/LReKl2L46e7sDIIdlYNHNszHk3888fiTvnj0dGhpBq3xF6fcfOdKK+yYPMjIw+32G/OX0snqraHXMbrR1+LK9pVruhNtP7GKu2ApBtNRBLtFYEsscIua5MrFo6A63tPnzl57VoPKbeOpEVs4m1YPoYPLpmu6k5KWZ899pJeLlefl7Kd6+dZOn64kFmdlekgFumhznbgPSXKsWFRCSPwThFJdunz64vhLKDdSLtZ7SeZKHbLBs3AosrivHQn7bhtxsPWtpXIgKeWbcHcyYWJns3AADfWb0J548qwK4jp9N6cJkVrswM+LpiL7z8vLoRvkB3v5Cqw9+N9buO475ff2AY9OlUgioNQJsvgG0PX4t//+M2/G7TwHoP3uvx4ufr9sCd54z7kOZ40w+Sp44ehs0HTtqyTb0aSvUU+GRwOoRU32HZ4VmJXJwfketEi4mzeK6+4Cx42nx4e1f0WQpzJhbinqvVB4QZVQXHElp4UbX9iPJ1y16HBmBYrhPPVO/pE7Y9umY7phePwN3zxuNX7x8wDIXMDnn+9qpNOB2yoFOUn4XSkXkWb1V/AoA73wVN09DS5rdlgea+qyfg2/PGm/r+b9dCR6w5R7J9i1fW7lMOxY0CRYofq3NSVBXkuKT70Y8ZkZOSIaeVgHugDseMp1QvLiSi/hiMkyGzK8wqYg3eCR+sY2WbhfmuuPVsvWnGGKWKAqJ4Ky9xY+fh1rgOunt713FkiOSfydDi7ZI6SBrIZEJxAPD1nLof69T0aEGfTvXUz48/PQUA+Odp5w24YBwA6ppaMM6dm/bBuH6QXFKUhztf3WzLNvWgwOop7YngD6i9mYVWrAKIGBxEChaynBn41osNtlXQzyp1o3JRGVbUNGP5O81oVeh5PyIvCysWXY7nqhvx4rvN8ISE6+5cJ26eVWyqKtBqVXBo4UW8wiaHAJyZGRHbgmkaUN/Ugt1HzmDtd6/Ex5+ejnl24vd//5FS8cXpsLMcjp3pjMviiQZgUU87BZXKdiNXFLtNB2N2tw6wsj2zz1NWzNpPtkhq+aIyVCxb19tqJxKjOSmq/nrPbJQ9+pbh54PTIfCXu2fbcn3xYDXgHkjDMeMt0cWFRGQdg3EyFO9TqIxOsZU9TVltm/ZXkuqrvQ9+/gL8bevhmKvDRImQ48zAT2+4FBXLquN+XckOxQc7AWBIdqZtbSSinZoeTjWo0gCs3rAfC2eOQ67LkRKDJe221+NN9i6YMjQ7E4995SK487J6D5LrbFhoCq+GUjkFPl3oFavf//1HWLfzqOECf3iwIFv1GMvcSUWoXFjWG3wsrijGjMeqYr4nhD4+8agKNFsVHKnwQrYCT1WXBnTFaHHmafPh269swqqlMwwv53Rk4LGvXIS1O46kzAJZpPvSamsfO6oc7V7osLI91efpfVdPxBXFI1gxayPVIqlcVyZqHpiHpSsbUNvk6fOZIkSwUrxyUZnlanFdQY4LDf92Nb7w03ewv6V/5fiYETn4y92zU7JaPBwD7ujMnr0eSSKKC4nIPgzGKSaZgyWvrwurN+zv7cu4YPoYqS8jMoN31u44ip+t24N7r54otb9WTts1QwMw1p2D1Rv24xuXj8Ez6/Yk4FqJjGVmCNz16ma0+2OHj6nW95bUaACunXy2bS2iYp2arisbNxzZzgx0KPTNT4dWGulCf93OnVSEmaVuPLZmh+ltnerogjsvq8/jbUcQGV4NpXIKvAwhgHOGZuOT1uQ/r3678aDyAr9M1aORoigFCrmuTCypKDFVrWZnaGK2indothO3zBqHO+d/1qZDtgIvXmqbPPD6umJ+t3U6MrBoZnHS9jNcpCIWq6197KhytHOhozDPZSmkV32eHmhpw9I5xQzFbWK2SErvD2/2GFRVrisTX502Gi++29TnTMwRucGfx+M6KTHicfY6+7MTpRe+g5O0SAdLXl8XlqxsQF3Yav2ja7ajvMSN5Qar9SqnLj5VtRuaBtw137iXoV3DfFQ17DuJhn0nIUSwUncgDVik9HS6M4ANTS3J3g2Ko9CKk4e/NBlV2w/b2jYnVljgdGRgevEIrDfoSxxu5JBsNOw9MSCrxc0yWz2fn52Jf5h8Nv7jS5Px9q5jlvcj/PG2EkQaVUNZDYML85z4p8vOw9lDgwHI6g378chr201ty26q7Yn6VD02epS+t/zw+guwcOY4U0M/E1WtZrZ6srXDj1Ub9iMjQ/QJJGRu05yJhdj6ySm0mHx+RaNpwTNeFleUxLxsKgxcvW1OMeZOOitixWOkgpf8rEwsf6cZ1Ttjv5fY8byxc6HD6uBj1efp7zZ9gv/b/EnM4xySI1skFa3FW64rU+p1aYVReH/C22XqDGdKDfE4e13H/uxE6YOvSDLN6+vC7GXrggdzYd9kNA2obfSgYtk6eH2Rgxr91EWZAwZNC4bjt728Ef5A9NBZZZvxoGlI+1B89IicZO8C2UT2daAByHM5+n0hpNRWmJ+F+6+ZiOdvmoZcVyYuOm+YrduXCQueXjBVentCBFtpmKkiNfvcTIfn9JLZxZh//kjlvzvd0YXfbDyIK39cjartagP/Ion0eN8xtzTmvhUX5qEwv+/fhj43ww/+9DB4VqkbwsQD9E+XnYcfXH8hFleUINeViQXTx5jaTiLp7YkifX/Rqx6f+salSts8d3iO4YG1Xq12/zUTUZif1ed3Ro+PnfSqYDMPjx5IhH7vk7lNKxZdjncemIfzz8634Rb0JXvGi9F+Ds1OTIg6d9JZKC817gGuF7xcN2UUZk8ItuO5/5qJKMyL/N5fmO+y9XkT+v4S/hzR/53jdMTcTtPxNjxX3Wh6P8w8T2WOcyi20IImI0bvoYmgEt5TeknEYxv6XhvrfZmIkoNL3GTakpUNMStyPG0+LF3ZELEvo5lwJNZQOLuH+QxGX770XDyzbs+A6gFLsV0wagga9p1M9m6QhPuunoArit39Kk4mnDVEqXrbiBDAJaMLYl6uIMeFGSUjUC9xdsLMEjdyXZmmqkgL87Mw+ZwhqFa8fYX5WfjG5aPxTHXqvqddXjwCd181Aff/egv+/OEh5b8/fqYTv914EC6HgD+gmVoYjtaKwOnIwDM3TI14ZpgQwOXjhmPepJHwtPnQ6Q/g8nEjUDQkO2Y1VK4rEy9+6wo89dZuPL9+D1TWk88e2neAp0p7lnMLktN2RaY9UZHiYFKZ11Gyq9WsVAVHqxSVuU1ORwYe+sIULKist+umAFAbHhttPwPd3bhxxXu27lcoK/2/w/e5pa0Th1s7cFZBdp/5A3aJ1WrgmzPG4OW6vTFbwsnOxTDaD7PPU6PjHIpNtr+7bIu3eJA9G9nq85ASj48tEekYjJMpXl8X6prkeoRG68toJhyJ9cGUDkNPUpkA8Kv3DmB6sVzQFU12ZgY6uj5LOobaOBgwGQZDD+7PTT4b+dlOqdOoyV5jhmdj/4nYYZ0eeHx7XuSWUqOGqgVrRjQN+OBAK8pL3TGHEb1w8+UxW2O481yoXFQGQK237NDsTPzsm5dhRklwPyY/9IZUwC0AvHBLGWaPL0LD3hP4aYJmPwgAGRkCAYWJtG2dXXA6MrBg+lhTwbh+Tb6A+XepRVFacvgD3bhz1SbUNnr6VfRpGvBe8wm813yi92evbNjf214gVtsz/dRlFfpZB+Fk2rO481y4sXwMlr1uT+9nM58LRov3sq8LM8FnMoetWW0rEu17X6zbZPewzmjPvVjC99Mf6I7LEFGdHf2/E/l8MVroaNh7Av/71u6Y27AjNLXyPJXtP0/9qRY0JaMAKh3CezKHjy0R6bjkRaas3rBfuvpO78sYztSpi/jsgykSK6ftJltpYZ5t28pxmntp6/fv7VeWwB3lVNpYXI4MbPjBVVi9dAaeuWEqfnj9Bbhl1jhT20qmGcXDcducYvzw+guw7T+vxejhci1mxozIkb5sqhACONXehY8Onkz2rgxKP/rKxZgp8UU7VuBhd0sJT1snnq7ajfLHq7Cgsh63v7IJCyrrMfPxtXi6anfvKc1GrTGEAGaVulHzwLze0ECvzpP5CFlaUYKKCUVwOjJ6K4NlzCx1Y96ks+B0ZFg6kNZvzpRzhuDCUUNiXl4D8MVLRildh76ga8fnl6vnuaGyjbmTiqL2C1YdZi3bXiB0uyr0sw7CyT4HF80stu01UpifhX+Zdp7S3xgt3su+LuwIPkP5A92oa/Tg9a2HUNfosb1VgVFbERmxvvcZXa/s+4yMaM89VXbvl05/Wse7b3y8RGo1kMjQ1MrzNNpxDsWmWtCUjAKodAjvyRw+tkSk49I2mSLbZ9Ho8lZOXYz2wWTnMJ9Ey8uO3UdR1j9cNAq/3/SJ6b/v8Hd/NhCsqX8PeSPfnluKXFcm3t/b0m+6dzr56OApzBxf1Dvc7K/3zEbZo2/Bb1CV6XQI/OXu2QAQ87KppCDHiWfW7Ykapo1z5+JMZ1faPpapbEiWAzNK3JhR4sbSlxoiVuzLDspTaSkhY3lNE7YcaJUaRqT3Sfb6urB6w34cPd2BkUOCwxEjhUlmBwPKVgbr1emAtQPpwvwsLCwf27sfMo/RD66/AH/Y/Kn0dVx4TjBwt+PzyxfoxtemnYfqncf6tCWIJNflwK0VJbgzylBrK8OsjdoLmN1u+OMaTvY5aPU18uVLz8HXLx/TW7G9dudR26q8Ezkw0x/oxrPVjf0+p4vys3BT+dg+Qy+tilQVvPPwaTwpUQ2sMxNI2DWsM9ZzLx775expjRRN+N+FvlcNlFP9Ex2ahj5P7/v1FvxV4Qwe1eMiCornmTJ2SYfwnszhY0tEOgbjZIpKn0Wjy4ceHKgw+mCyetpuspw1JBvAKVu2dZ7FiuWCHFe/kOHQqQ5U7ziKPcfaot6v888fiVuvLIk63TuZ5kwsRM3u49Ihf5s/0Cf8K8hxoeHfrsYXfvoO9re097v8mBE5+Mvds3ufm0aXTSU5TgdOev0Aor9W9nq8uPeqCZhe4sZ7zS148i3zwV1Rfha+OX0MXqrbi5ae6zXiznPiphnj8Er9Phw3Ci5ynZh49lDUN6st5CTbvPNH9oYYlQvLovZalQ08ZILjWASAHJcDWw60Aog9jCh05kOuKxOLK0piXkes3rLRbq9eGRxp0U6IYFVn5aKyPkGofuCturDzw+sv6F0Y08k8Ri/V7lW6nt81HOy9z+z4/LrqgpF47CsX9QaQeVmZCHRr2Lz/BD450YFzhmXj8uIRmFFiPABK9hTjaKK1F1DdrkDwDIDwxzWaWM9Bq6+Rs4Zm9TmVWmYxQ7bK2+zrQlVoKxuZhS+7hLboCH5WygfjZgIJ2fvTH+hWek+xSma/Fs4ci2+/sinqPv38xsvw8aenE943PpGSFZo6HRmYOnqYUjCuelxEQbILwnafKaMiHcJ7MoePLRHphJZOCUKCCSEmA9i6detWTJ48Odm7k1K8vi75Xq8C2PbwtVEPKvyBbvxs3R48VbU75vb0D6baB+fH7F8a6YAjkVRCDSGA939wFS7/UZUtod7Li6/Afb/eotzDMtb9G+1+LQo5wHy2ujFuFfu5LgdyXQ6lUMXpELhnfrACaNEL75mqFLz/mol9wr/Wdh9+8sZOHD7VgbOHZuO7106KetDe2u7DwhUb8MFB9UWPHKcj5tAps4QAZhS7sfNwK054u6S+ENY+OB8AUP54ldRzK9+VgWe+OQ2ODIG2zq4+B+83VNZLPRazSt1YtXRGb59rfRhY4ZAsHD/dibMLsjEiZCjYk2/uwlNV8mFLsr28+ApUTCjq87NYPb1j8fq6ooY85w3PwQGJxZpclwPtvoD088LKwarZ2ytbnQ4AT1ftln5fkrldRvv8+JqP8fzbzVLXBQC3zSnGg5+/sM+2rXx+rV46o7c3vJWK4Ne3HsLtr2xSvv5QP7z+gn4htep2n/7Gpfjipeda2o9w0V4jMsJvkz/Qjdte3hizyls1ZLb6PmBE9vUQ/tlnJ3+gW+qzJJHvMyrvKXaJtV/J2KdUkqznqp3HOWQsXu+hdkqF90yKDz62RAPTtm3bMGXKFACYomnatliX5yc4maJyyn6svoxORwbuvXoiNA0xAy2Vqqvw03bf3XMcL9cnrgfgzFI3NED6PirMz7alDUJhvgszStymTsmPdf8aDUlyOjJMnyKflZmBzq7YfU3vuLK097qPnu7AD/+41XCo59DsYHWpHlqbqRSMNPirIMeFR758kdTfF+S48Ls7ZkX90h/p+vSDgCe/fknEijE7/PLmMmRlZmJBZX3My4YPnZF9bt125XjMnTSy38/9gW7sOnJaaj93HjkNf6BbehjYXfPH46NPWpXPQkmGwrzgazWc1cFnRi0lnI6MmAegU0cPw+YDJ2Nej13DiMzeXtnqdEDt7CSZzxmjfbZ6RlX4+2xLWye+/4etONXul65osqMi2I5ThiO1F1DdblEcKjFDXyMra/di2es7pf4u0gDGeFV5x2sAouzndKxh51YlulJU5v5UeU+xS6z9SsY+pZJEthcKZedxDhlL1JkyViTreUjxx8eWiAAG42SBmV6vRkIDLbs+mEIPOOZMLLIUjJvtR6lyH9nRBmFRefDUf5VT8lXv32gHcqqnyN939URcUTwCl4wuwF2vbpZ67EOv+5oLz1I6/blPG4ZGj9wwOVgP/4y+9AuBPvsefhAQKeD80tRzcO2TNZaeJx3+bnT4zQ2dsfolUuV5cvyMT+m+D72vX3y3GZ4I7VqEAKaPG4ErJxWhpc2Hl+v3ocNv78A5GYvC2nTYLVqgEusAtKQoD3e+uln6etJhGJH+vPjZ2j34eXUjfBEGDNp1ALRg+hg8uma7dKVheNAaus/6877xWJtSgPh01e6oQzONWuGEkj3F2EikRYJUOnU515WJO+aOR83u45YCsFiLxqlE9v3XroUvIwwkKJZkhqZ2H+dQdKn+HpoO4T2Zw8eWiAC2UjHEVirG/IFuPPXWbjz/dmPEAUHlJW6suFmtL6NMqw4rH0yy7RuA/oOPikz2ozRqaxApvDW6fEGOEye9fulTDaPdn+FhrF33r+op8s/deBmumzLKcF9l9s3MqcZ/3vIJ7vnVFlP7akX4adOXjC7ABwdaTbWRMNsKAAi2WwAgVTEe+jd6QKL6eIXebtWha2bve/06j53uwPt7W5DldGDU0L7PD6+vC5P//Y2EzSJIldOCgein8Nc1ekw/L9KB19eFh/60DW9sO9znjBO73gcB+c8avVVQLCqnmgNy7Y5kWlSotKDpt32D9gKpduqy19clFYDVPDAv7StDrXxOx4PsZ0k8W8tQekjGc0D1OzwNfHwvGrj42BINHKqtVBiMG2AwHl34adrRBjGaDX7i9cHk9XVh1n+txYkYQ/9G5Dmx7rtzYw42UglkVcPbaG0QzITHdoWxsdgRqCXqS8lACf/058nhUx14dcN+tPmMe5KH9wuf/qM30eKN3o4m/G/CH4toj5f+c09bJ9bvPIa1O47A0xZ72GYkoT2T7XhuhG4n0S2W7Axf4yXRvX+TJZ7vNfEIWmUDRDvf24wC+ViMQv9U7CmbCgFYIj7/UvWzz+izxEqvfCI7DPZe70REROmEwbiNGIxHl2rVXiq8vi7c8sv3saG5JeLvZxSPwAu3XJ7SX3hTdUU7nQK1dNpXWSqvy8UVxVjS01JGhuxrOVqIYYZ+36//3lwsr2m2HIzYsW85zgzcNqcUZeOG40zPQNELzxmCm19437Av95Rzh+Jfrzsf00vcKf88AtL7PT6aRL9vxitojXU77K4INjMMVCb0j7bdgmwnbpk1DnfOH5+U10qyBjAmKvxNp88+oyKMVDr7hoiIiIhSB4NxGzEY/0zogXh+Via+86vNaGmTGwSWqoGiPnRr/a5jEBowZ1IhFs0sTulAPB2kU6CWTvsqQ7YK88mvX4J5P1lv2Cc/lGzwIHMmiap7r56ADw6ctByM2LVv3//8+bh1Tv9+t/FuA5VoqVjRa5beOuX1bYdxOqx1SiIqThMdtMarIjj0e0CWMwO/WN+M+mZrob8/0I1n1u7Bi7V70dr+2Rklg6kaWOa9afSIHNw0YyxunDHWludOunz2pct+EhEREVHqYDBuIwbj9lRYxuM03FStmKb0CtTSaV9lyQS0i154T6pS3OkQuGf+BOlQ10o/4lCh9/1F5xbgqarY/chjBSN27JtRz2Rdur432dm6KVXooevPq/dEnIOhS7fXeCyJrAi2EvqzGjhI5b1JiOD8luUW27qkw2dfOlW2ExEREVHqUA3GWRpLUYUftJrV2m6tnUL4PrHXZGozmu6d63TggnOGYEbJCPgD3QCQ1BBxIE4idzoycPdVwTA70n3r9XWhrkmufUpXt4bFFcXSbUpeqttrS6W4ft8vrijGnB+vi7lNAeClun2GPfbt2LeZJe6YYZTTkZGSveij8fq6sGRlA+rC2n08umZ7bwAX7bmUykI/v2JZu+MonqtuHDAVp05HBhaWj4sZtmoAFpaPtfRY5roysbiixNTfPlvd2Pv4hL8u9X8PtMcmnOp7k6YBtY0eVCxbZ2kQaDp89jXsPSFVkKEBOHamEw17T6TVey8RERERpQYG4xSV0UGrioIcly37YxTUHz/TiSfe3IUtB04O+OqydBAazr6z5xj+a80O7DpyBm3+ABr2nUTDvpN4bM0OOB2iTyVnMhY4YgXJ6SpaQLt6w37IniikacHLywRfsiFGNPddPRGTzs7vc9/XNXpsCUas7hsQ7JlcuajM0jZSjdfXhdnL1kVsqRMewKVb4BT6+RVLrIWVdHTH3FJsOXAyZkXw7XP7twVKBNlA2M7HJhXP5jD73uRp82Hpyoaow01lpPpnn2pRhZ1FGEREREQ0eDAYp4jsqLDUT28tGzdc+bojHaSxuiz9+APduP83H0btZR3e3iCZCxzpVulr1tHTHXG5vNVQ4oriEf3uf7uCESv7ZnVQYipbsrIhZp95OwK4RAeS+ueXrIFYcZrqFcGJrAZO5TPNrLw31TZ54PV1WX5fStXPPtWiCruKMIiIiIhocBlYR/lkGzsqLFVP0zY6eL1h+his2rAvodVlZJ1M8BaKCxzxN3JIdlwubzaUMFpAsysYUd3OTTPGINflSMigxGRRaaljNoBLViBp9vNroFWcpnJFcKKqgVP9TDMrYa7KGT3pqGzccBTmu6R7jKsWYRARERERAQCTQ4rIUoVlz39VTtPWD16feHMXPGGBxvEznXiqajeOxzg4AvpWl1FyqQRv4fQFDr0Puc4f6EZdowevbz2EukZPv99TbAumj4GQHBogRPDyMvQQQ5XRApq+zVi7KxAMW6MFI6rb+fcvTMaDn78QiytKBmQoDphrqaMi1nv6E2/uwm0vb4zLa9js59dArTjVK4KvmzIK5aXupIfiQOKqgVXONEsG2femaFTPAEoneq98me99VnvlUxC/YxEREdFgNDCP+MkyKwGBmdO0ZQ5eVaRj5V8q9j+1QiV4Cxd++nwqnwofTao+nrmuTJSXuFHbGHvRQmbYpM7pyMA3p4/FU1W7lfbHaAHNriGCiRxGmC7i1VJHl8zWV2Y+v4wWVsh+iagGTkYfc1Wy703RqJ4BlG5SvVf+QJGO37GIiIiI7MJgnCJSOWh157vw5NcvRVtnl6kA0I5+5uHSqfJvoB6Q2FHJ1truS/lT4cOpPp7JCNCXLypDxbJ18Bi0uTEzbFI1vPqXaefhR1+5yPD22hWMMGDpK14tdYDkB5Kyn1+hBsuCSKpIxGJVIvuYWxH63qRC5YyedJVqvfK9vi6s3rAfR093DJhWW+n2HYuIiIjIbun9bY7iRuWgdVH5OFRMKDJ9XXb0M9elW6/JgXxAYkclW0GOK62Grqo8ngCStiCS68pEzQPzsHRlA2qbPH0q+60Mm2zr7FK6/PwLRsa8jXYFI6kWsCTbgulj8Oia7VJndagGcMkOJFWrcAfTgkiyhQaL7vwszJlYiLd3HY/LYlWi+phbZfTeZETljJ50lgq98r2+LixZ2YC6sM/LR9dsR3mJG8vTeDhzOn3HIiIiIoqH9PwWRwmRqApLOw9G060VwkA+IFEJ3sLpCxyXjC7A3as3pfSp8KFkH8+frduDDw6cTOqCSK4rE6uWzrC1Ai5efYPtCkZSIWABUqPNTrxa6vgD3Xh1wz6lfYlHIGn0+aVzOTLw7bmluHP++LT5zEhX0YJFIYDRw3Pg7eyCx+vv/bkdi1WJ6mNuh9D3pnf2HMM9r27BaYOFRjNn9KQ7vVd+onl9XZi9bF3EQeKaBtQ2elCxbB1qHpiXduF4ss/uISIiIkoF6fUNjhIqURWWeVnqT8OB0AphoB+QqARv4fQFjg8OtKbFqfCA2uP5i7eb4PUFgAiXTfSCSK4rE4srSmzZVrz7BtsVjCQrYEm1tkl2t9QJPWNCRTwCSaPPr6HZmbh28tl4+EuT0y7ISkexgsUDJ9oxIs+FX95Shk5/t22LRYnoY243pyMD8yadhQ0/uMr2M3rInCUrGyI+d0N52nxYurIBq5bOSNBe2SPZZ/cQERERpQJ+qyZD8aywDA2JZAgEQ5oby8diVf3+tG+FMBAOSGJVvsoEb6HCFziqth9R2p9kDl1VeTz1UNxIOi6IxLNvcCpUWVuRim2T7G6pE3rGhIx4B5KpcobAYCcTLLa0+bD87WZbg8V0HrobjzN6SJ3X14W6JrnF/domD7y+rrR6fNKl3RARERFRPKXPtzdKKrsrLI1Comg0AItmjsPdV03AnfPGJyXosDOcS+cDEtnKV6PgDQCcDgF/4LMfhi9wpNOp8HY/Pqm8IGLE7hZMqVZlbVaqtk2yK4AzM0Q5UYFkss4QoOQHi+k+dNfOM3pI3eoN+6XbwWla8PLp9Hil03csIiIionhhME5JYRQShYt08JrooCMe4Vy8DkjiXWGmWvlqFLw5HRmGCw3pdCp8vA4YU2lBRIadLZhSscrajHRom2Q1gDMzRDmVA0myR7KDRQ7dJSuOnu6I6+WTLZ2+YxERERHFC4NxSjjVykJ3nguLZo5L2sGrHeFcpEpzuw9Iog03e3TNdpSXuLHcpp6kKpWv4S0MFs4c1+8+MlrgSKdT4WUfT1XpWKFlVwuLVK2yVjUQ2ibForqA88WLR+F/vn4pA8kBLhWCRbbUIbNGDsmO6+WTLZ2+YxERERHFC4NxSjjVysL//calmD2hKI57ZMxKOBer0vyb08fiqardhtcvc0ASa7hZbaMHFcvWoeaBeZbCcZVFjWfXN2KlDRX26XIqvOwBJgDkuhxo9wUGfIWWlTM70qHKWlY6t02SpbqAs2A6Q5bBIJWCRbbUIVULpo/Bo2u2S531IETw8ukmXb5jEREREcULj0op4VRDnzOdXXHak9hCwzkjejjnD3T3+dtbX2rAE2/ugidsIUCvNP/g4EnMnVTUu43wbQJyByQyw808bT4sXdkQ45YY0xc1ZCqivb5AvwUQ/Xbf9vLGPveVEf1U+PuvmYjC/Kw+vyvMz8L910xMmVYad8wtxfzzRwIwfjyXVpTEvA8He4WW7HMttMo6VQ2GPq76GRMy75VFab7gQ/IWTB8DITlIJF2DRRq4cl2ZKC+RW0yZWeJOq8GbunT6jkVEREQUD+n3DY7SXjqFRFZaIMhUmlfvPIZ7r5qAaWOGm+5/msjhZlYrWc22v0iXU+Fl+tkurijG8+ub+g0e1bFCK2ggVVkPhj6uPCWfItGDxdrG2J9R6Ros0sC2fFEZKpatg8eg+MCd50LlorIE7pW90uU7FhEREVE88AiElETqla36pfnCc4Yg15kBr9+4YjgVQiKz4ZxKG4hVG/aj9sH5pg9IEjnczK5FCrPtL9LhVHijA0wAvf3qjf7+2/NKcee88YP6gDSdFtBiGSyhMU/Jp0gGQ7BIA1euKxM1D8zD0pUNqA2b4SJEcEGn0qYZLsmWDt+xiIiIiOyW/t/iKCFi9cqW6RkdbThkNKkQEpkN58xWmssckIQvThw6lbjhZnYNmEznIYOyIh1gPl212zAUBwBfoBsOIdI2HLVLsqqs7Vj8i2QwhMYyZ0ykci94io/BFCzSwJTrysSqpTPg9XVh9Yb9OHq6AyOHZGPB9DF83hIRERGlOX6bo5j0Xtnrdh7r1z9W7xm95cBJwx6ERsMho5k7qSjpIZFKEFyQ7cQlowsAxKcNRLTFiTynQ+m69OFmZg7wVAZMykjl9hd2G0jDJBMh0VXWdiz+GRksoTFPyadIGCzSQJDryjR9xh0RERERpSYejVBMMr2yY/WMlhkOGW7rwVY8W91oOZCyQiUIbu3w48ofV+Om8rGYOmaY0vXEqkw3Wpxo8wekr0cI4EtTz8ENlfX9KvcfXbMd5SVuLI9Rubdo5lj8dO3uiP2xVaVy+wu7WelXP1glqsrajsU/GckMjRMdSPKUfIqEwSIREREREaUSBuNkyI4qV5XhkKE8bT7bAimz/IFuXDZmGKacOxRbPzkV8/J6iDZ3UhHceU60tPltaQNhtDih4opxI/C5J2siLlJoGlDb6EHFsnWoeWBe1NDsjlc2WQ7FU6F/fKINpGGSiZKoKms7Fv9UJDI0jtbCSnYhjIiIiIiIiGig4tEwGbKjylVlOGT4NgF7A6lQRr2Eo7VVEAKGt0X/VfXOY5hZ6kZto/GCgEwbCNnFiVjcecHq7FiV+542H5aubMCqpTP6/c7sIke4VOgfn0heXxd+unaP0t8Mpmp6I/Gush7ILW6MWljJLoQRERERERERDVQ8EiZDdlS5Whn2CNgfSMXqJbykohh3rtoUsa2CbMAvAOw6chpzJxWhumc7ZttAyC5OhG+79989w82eWnApLv9RldQ2aps88Pq6+oVlZhc5wqX7kEEVqv31B2M1vYx4VVkP5BY3Mi2sjBbCiFJFvIbiUmrj405ERERE8cZgnAypVq1Gurw+7NEsOwMpmV7Cf9j8CZqPt/VetxkagONnfFgyuxjTxgy31AZCdXHiqW9cimOnO/v1El5R0yQdamtaMAQP7wVrdZEDAO6eNx73XD1h0BzcqvbXT8Vq+oEcTgzUFjcqZ3dEWwgjSrZ4D8Wl1MTHnYiIiIgShUfBZKhs3HAU5rvgOeMz3St7wfQxeHTNdsuVxnYEUjK9hPVQ3A5nOrsst4FQXZwoGpKNL156br+fq4bakS5vdZEDAIblOgfNAa2Z1jOpVE0/GMIJOxb/UpHK2R3RFsKIkilRQ3EptfBxJyIiIqJE4jdKMuR0ZGBh+biYldNGVa65rkyUl1hvPWA1kArtJZwo+j7rbSCumzIK5aVupYM5fXEi1n4LBAPLaC04VEPtSJdfMH0MhMU70I6q83Sh2nrmyomFKXOwr4cTT7y5C56wViN6OHHbyxvhD3QnaQ/tYdfrK9XYsRBGlEwqQ3Fp4ODjTkRERESJlPz0hVLeHXNLMf/8kQDQLzzS/x2rynX5orLe4Y+q7Aqk9F7CNrTIjsnOEM2OxQlALdQWInj5cHYscthRdZ4uVMPG888ekhKhODB4wgm7Xl+pxo6FMDLHH+hGXaMHr289hLpGT9ovHiWD7EK2PoOE9/HAwMediIiIiBItPY7wKamcjgw8f9M03H/NRBTmZ/X5XWF+Fu6/ZmLMKtdcVyZqHpiHWaVu5YpjuwKpRPYGtjtEk1mcmDOxEFnODDy+5mOsqGmC19fV53IqofbMEnfUfsOWFjmiBO4DVbqGk4MtnLBj8S/V2LEQRmr8gW48XbUb5Y9XYUFlPW5/ZRMWVNZj5uNr8XTV7rR/nSSS7EJ26AwSSn983ImIiIgo0dhjnKQ4HRmWe2XnujKxaukMeH1dWL1hP46e7oA7Pwvv7DmOt3cdh0DfylT933YFUonoDWz3Puv0xYnnqhv7DfIcketEblYmanYH70fdo2u2o7zEjeWLynpD7uWLylCxbB08BsMg3XkuVC4qi/p7fZFj6coG1DZ5lFqFGAXuA5FKf/1UCif1cCIWOwfjJpPR60tlUG4q0RfCahtj97gfbK/LeGBfZHsN1KG4ZIyPOxERERElGo+ESYneK9uKXFdmnyFvt8wqTkggJTtI1Ip4hmiRFieynBm4/zcf4sCJ9n6X1zSgttGDimXrUPPAPOS6Mg1DbSGCAVllSJAeTfgixycn2/Gr9/bD649eERkrcB+I0jWcHIzhhB2Lf6nGjoUwkqPSeujuqyYkdN/S0UAdikvG+LgTERERUaKlRgpDA54/0B01bEpUIKX3En7izV22bTPU16adh8e+clHcQ7TQxYkbKuvRYhB6AYCnzYelKxuwaukMAJEr90cOycaC6WOUg9nQRY7vXjvJcuA+EKVjODmYwwk7Fv9ShV0LYWQstPWQ0aKr3noo3c4+SAbZhWyB4IJ0ugzFJWN83ImIiIgo0Xg0THHlD3Tj2epGvFS3t09rhqL8LNxUPhZLKorxwYHWhFVn3jG3FFsOnMTaHUdjhhgqBIDqnmrBeNMXGY6d7kCdRCUyANQ2eeD1dfUJwMIr962yErgbLZyki2i3IR3DSYYTA4edC2EU2WBrPZQIsgvZ6TYUl4zxcSciIiKiRONRMcWNUc/VYz09V//3rV3oDkne9MD8jjhV1Bn1ErYiEYFHtEUGqf3TgNUb9tsahEejErjHWjiJ1/PATjK3Id3CSYYTA4/dC2H0mcHYeigRjBay4zXPg5KPjzsRERERJVLqJTI0YBj1XNV1h/0iEUPKwlu3vLphH/7y4SFbth2vwMNokUHW0dMdtu6TVQNhWJ3qbUincJLhBJGcwdx6KJ4G4lBcio2POxERERElEoNxigvZnqvhEjGkLLzlxbKvXow2XwBrdxy1vO14BR4yiwyxeM74UNfoSZk2JQNhWN1AuA3RMJwgksPWQ/EzEIfiUmx83ImIiIgoURiMU1zI9lyNRgBYWbcXl44ZhrbOLlsOiIxaXtwwfQyG5zrxf5s+Mb2/8Qo8zC4yhPvdpk/wu02foCDbiZtnjcNd88cn7QBzIAyrGwi3IRaGE0SxsfVQ/A2kobgkj487EREREcUbg3GSptIf2WpLEQ3A8TM+3LTivd6fWek7HavlxVNVuzFnYiEyMwS6wvu7SO5vvAIPq4sM4Vo7/Hiqajf+/MGneO2e2UnpcT0QhtUNhNsgi+EEkTG2HiIiIiIiIko/DMYpJq+vC0tWNqCuyQMt5Gj/0TXbUV7ixvJFZf3C1Xi0FLHSd1qm5cXbu44r71MiAo949S1vPt6Gf3z6Hbxx35yEVzAOhGF1A+E2EJE92HqIiIiIiIgo/TAYJ0NeXxdmL1uHlrb+oZ6mAbWNHlQsW4eaB+b1Ccdle66qMNuz2a5WJJEkIvCI56C2puNtePLNXfjedefH7ToiUb1NmQ7r1xneW95qOxAO3COVs2ho4GPrISIiIiIiovTCI3gytGRlQ8RQPJSnzYelKxuwaumM3p/J9lw1Q7Vns92tSAAgPysTz9wwFbPGF8Y98IjHIkOoZ6sbcduVJQkNbvXbJPu4PPzn7bj6glGmrsuot7zZ1jwAB+4NZmbOoqHBg62HiIiIiIiI0gNLmCgqr68LdU0eqcvWNnr6tYq4Y24p5p8/0vb9Cu3ZLMPuFhaTzxmK935wFeZOGmmq13ldowevbz2EukYP/IHumH+jLzLEIxQHgvfnDZUb4rT1yJyODHxt2mjpyx840d77OKrch3pv+Sfe3AVPWAivt+a57eWNUo9DpNsg87gke+CemeccRaefRVPb2DcUB/qeReP1dUXdBh8TIiIiIiIiouRjSRtFtXrD/n7BTzQagJmPrcVtc0t7K3BDe64+vXY3/AF7o13ZwNvuSui7549Xrga1WrUsM9htyrlDsfWTU0r7pfv401Pw+roSWuV6qkNtweLHr+/AWUNzlO5Dmd7yqq15Qsk8LnMnFWHqmGF4feuhhLZViFel/GBn9iwagI8JERERERERUSrhEThFdfR0h9Ll2/yBfhW4es/Vhn+7GkOz7Q1dZQNvveWFSPD16uyoWtYXGe6/ZiIK87P6/K4wPwv3XzMR/2qhT7iG4EJIIh093Rn7QiFe33pE6T4M7S1vRG/NY7ZqPNrj4s5zYWapG1s/acWNK97D7a9swoLKesx8fC2ertod1yrheFbKD2ZKZ9E0efpUjSfrMWF1OhEREREREVFkrBinqEYOyTb1d5EqcAtyXKj//lVYurIBtWF9eQWASWfn47vXTsQDv/sInjZ/zOtwOTJwyegCqYGKdvU7N9sr2q6q5ViD3fyBbku9yFUXQqw6e6ja88vTU6Urex/K9pYPbc1jpi9wpMclLysTy2uasX7XsX7BvB6CbjlwEs/fNC0uFcLxrpQfrJTOotGCl19cUQJA/jG5/9dbsGD6WMtnFrA6nYiIiIiIiMgYg3GKasH0MXh0zXbpIEgXbThmrisTq5bOgNfXhdUb9uPo6Q6MHJKNBdPH9LbwWDTzjFSA7Qt0Y8nKBuw6cloq9JFpeRGLmV7RoVXLsa7j2fWNWFxRHLOdSbTBblYXAMwuhJj13Wsn4eV6+6rUw593qr3lrfaiD31cnq7ajfW7khNMyz7nVIfYkvrikX55lfeBP394CH/+8JClAFuvTl+3MzkLM0RERERERETpgEfEFFWuKxPlJeoVtLGGY+a6MrG4ogQPfv5CLK4o6RMEL6kohssh1/SkttEj3ZIgViuSe6+agLmTigCgX5Ck/3v++SNx+9xSqX0DesKw2mC1pkzw7vUF8M3KDZZaHZgdeCpEcCEkkQpyXBg9PMe27YU/71Rb3tjViz4RLVyM6JXyMkNBVYbYkvrikX552ccklJX2KipnDBARERERERENVgzGydDyRWVw55kLDM1U4H5woBU+hSGdKqGP3vKi9sH5WL10Bp678TKsXjoDtQ/Ox73XTETlwrKIwfnQbCe+ePEofGvWOKl98ge68XTVbpQ/XoVHXtsufVsAYPOBk5bCqtAFgKKw22FkZok7oYM3dX+9ZzacMRZCHBlq3eH1551sb3mB4JkGqi1yokl2MJ3oSvnBZMH0MRCST8fQxSYz97HZADvZCzNERERERERE6SLlgnEhRL4Q4n+FEJ8KITqEEFuEEN+Q/Nt5Qog3hRBHhRBnhBAfCiHuEUI44r3fA1WuKxM1D8zDrFK38vBKMxW4doV0RqGP3vLiuimjUF7q7m0lEBqcv7z4Cnzh4lEoyHGitcOPP394CDeueC/m4ESjAXuyrIZVobfjl7eUYUiWceDtznOhclGZ6euzoiDHhYZ/uxpjRkSuHB8zIgfP3zRVeZvAZ61lZAJq1RY5RpIdTCerUn4wUDmLJnSxycp9rBpgJ3thhoiIiIiIiChdpFwwDuD3ABYBeBjAPwB4H8BqIcQNRn8khLgawFsI9k1fCuDLAKoBPAXgifjt7sCn9wbf8tA1yHXGfspYqcC1K6SzGvq88E4z/vLhIZxq7zsINFZ7A6MWBrLsCqucjgzMm3QWNvzgquDCRtjKhhDArFI3ah6YBwBYUdOEx9d8jBU1TfD6uixfv6yCHBfe/t58fPDQNbhpxhhcc+FI3DRjDD546Bq8/b35uHLiWaYrv0Nby9jVIieWZAfTyaqUHyxkzqIJX2ySfUwiUX0vS/bCDBEREREREVG6SKnhm0KIzwO4BsANmqat7vnxOiHEWAD/LYT4taZpgSh/fjMAP4B/1DStrednbwkhJvX87jvx2/PBoSDHhdvnjo853NFKBa4eIHkU+/FGYyb0UenPGzo4UWXAXix2hlVGQ08BYMnKBtQ1efoMWX10zXaUl7ixfFFZwlqsFOS48MiXL+r3c9mhopGed3prmeeqG/FS3T4cO9PZ+7vC/CwsLB8bdfikP9CNhr0n0NruQ0GOC2Xjhks9p2Wfw6JnH+wOpq3cXxSbfhbN0pUNqA173QgRrBSvDHvdWB2MC8i/JyR7YYaIiIiIiIgoXaRUMA7gnwCcAfDbsJ//EsCrAKYDqI3yt34APgDtYT8/CaDDvl0c+IwCwTvmlmLLgZNYu+NovwBY/7eVClw7AqRQsqGPfptb2jqx4p3mmOG23t4gNFTVWxjYIR5hlT70VOf1dWH2snVoaeu/z5oWHG5asWwdah6Yl5T+46GsPO/01jK3zy2VCrr9gW48W92Il+r29nk8i/KzcFP5WNwRJUgPvb5kB9Pxfp3azewiRLIYLTZFe60smjkWf97yCfYca4v4+1hk3xOSvTBDRERERERElC5SLRifAmC7pmnhfRw+DPl9tGD8OQALADwthHgMgBfAFxAM2x+MdcVCiJEAisJ+nBqpUYLIBoLRKnBznQ58a3Yx7rl6gqVQyyjUkyUb+kS7zbGEtjcoLw32HLaryjsvy2EqrFINF5esbIgYiofytPmwdGUDVi2dobw/drJS+R26Df2xikbvEb9u57F+bS/0NjpbDpzE8zdNM7yuZAfTdtxfiWB1ESLZwhebIvH6uiKelaHqqapduGT05TEXqVJhYYaIiIiIiIgoHQjNypG6zYQQuwA0aZp2XdjPRwH4FMD3NU173ODvZyJYbX5Oz48CAB7UNO2/Ja77PwA8FOl3W7duxeTJk6VuQ7oKDwSjBXl6IOj1deFbL76PDU0tfS8rYEsLDn+gO2KoV5SfhQln5aO20RNzG/dfM7FPq5Pw7dc3ebDsbzuw9dNTpvfzuRsvw3VTRgEA6ho9WFBZb3pbusvHDsNv75glfXkz4aLX14XJD70hFdQJAWx7+NqYj2eiqn7tvp7Qqt8dh09j/a7jMf/G6LkVup/RnsOJDKZTtRpb9T0nHRmdlWGGO88ldQaHP9CN217eGHNhJp3vWyIiIiIiIqJw27Ztw5QpUwBgiqZp22JdPtUqxgHjAuGovxNCTAPwBwAbANwGoA3AfACPCiGyNU17JMb1/hz9W7iUAvhTzD0eAFT6ai+uKI57Cw6j9hcApEKfSNW4ZivEowltb2BXf/RrLjxb+rJmK5xXb9gvXb2qacAr9ftw65zI1c2JrvqVqfyWYbaSN1IbnVChQXTZuBFYXFGMDw60Ji2Ytuv+spvZXv7pROasDBWyZ3CkyxkDRERERERERMmUasG4B0CkBGdEz39bDP72ZwCOAPinkAGd64QQ3QD+QwixStO0pmh/rGnaUQBHQ38mRHjUODDJDo3UA8F3G48nrAVHtFDPTOgTGiJbFalVi1390W8sHyt9WbPh4tHTam33n3xzFzr83f1CbrtajySalUreSG10APUFglSt5E4E1fecdAxxvb4u1DXFPrNFVW2TB15fl1RLFZXe+kRERERERESDTaoF4x8BWCCEyAzrM35Rz3+3GvztpQBWh4TiuvcBZAC4AEDUYHwwkx0aqQeCoUG0EdkAxwwzoU9oiGxVtP68i2aOxS/fbcYJr9/UdmeVuqXvLyvhojs/S2m/2v3dEUPudK36taOSN7SnvNfXhRsq67HlQGu/y4UvEABI677adlB9zwlfhEgHKmdlqNC04LYj9TaPttiSbvcdERERERERUSKkWjD+BwBLAfwzgF+H/HwRgj3GNxj87acAyoQQjrBwvLznvwft3NGBxK6hkeGMAhy7yIY+siFyLEatWry+Lsz7yXrTobg7z4XKRWXSlzcbLvoD3ajZbW6BIDTkTteqX7sqeQtyXL1V4s+tb4TXF74mFxS6QPCzdXvwwYGTaVdhbzfV95x4vUfFk+pZGVa2ne5DTImIiIiIiIiSIaWCcU3T/iaEeBPAs0KIoQD2AFgA4DoAN+qBtxBiBYJheammaft6/vxJAE8D+IsQ4nkAXgBXAbgfwFuapn2Q2FuTPkL7ZNstnuGQCtkQORajVi1mq5CFAGaWuFGpMLDUH+jGqxv2xb5gCD1cfLa6ETW7zQfDz1U3YuHMsfj409MpX/UbqYLWaiWv3kbnktEFSq15BIBfvN3UG6CnaoV9Ilq8qL7nxPM9Kl5GDslOyLbTtZ0RpY/B3PaJiIiIiIgGtpQKxnt8BcCPAPwngr3FdwBYoGnar0Iu4+j5X28OoGnaT4UQnwC4D8ByADkA9gJ4GMHQnKKQHRopAORmOdDWGbkyNpJ4hkMqrFSc5joz8OOvXQJ3XlbUQMBKFfJdc8fj/msnSV/ebK90vcJ5ZW2z6i720eYP4NKH38TEs/KV/i6RVb9GFbRj3TmWtq230Vle06z0GGhA1KryUMmqsLdadez1dWH1hv04eroDI4dkY8H0MVEXelTec8J7+aeLBdPH4NE126UWYYSA9GKNEMFt69K1nRGlPp6JQEREREREA13KBeOapp0B8J2e/0W7zM0Abo7w898D+H289m2gkh0aqQFYPKsYP123RzrsCQ1wzLCrUs1Kxek/XDQK/3jxOYaXMVuFLAD86v0DuOfqCdK3S7VXemi42LD3BDxt5lq9hNIA7DxyRulvElX1G6uCVrZHfrjQNjqLK4ox58frLLfmicSuCnuV146VqmOvrwtLVjagrsnT5zXw6JrtKC9xY3mEMyFU3nMi9fJPB7muTJSXuFHbGHvBbGaJGxogfVn9/kzXdkaU+ngmAhERERERDQYpF4xTctwxtxRbDpzE2h1H+4UsoYHg3VdNQMO+E8oBjiq7K9VkK1QjOX7GB3+g2/D6Pj3ZrrjVIJkQNDTgzMvKVO6VHhoutrSZC4WtSHTVr0wFrRmhbXTsas1jxGyFvZnXjtmqY6+vC7OXrYvYQkjTgkFvxbJ1qHlgXr/3Atn3nPBe/ulk+aIyVCxbB49Bi6XQ2QIqlwUGxxBTSg6eiUBERERERIMBy3wIQLCC8/mbpuH+ayaiMD+rz+8K87Nw/zUTeyvDli8qgzvPuPpXdZBkqNZ2H67737fxxJu7+oU+eqXabS9vhD/QLb1NvULVTDC6ftcxPFfdaHiZqh1HTWz5M5FCUH+gG09X7Ub541VYUFmP21/ZhJtWvIfjiuF+aLh4uDXxPd+tVv36A92oa/Tg9a2HUNfoifi465d57cNPseKd5n4VjmZNPmconrvxMqxeOgO1D87H3VcFK/sT0RbGTIW9XuX5xJu74JF87YRWHRvRq45D/1amr76nzYelKxv6/VzlPSdd5boyUfPAPMwqdUOE3cFCALNK3b2LBiqX1Q2GIaaUeFbeE4iIiIiIiNIJK8apl9ORgbuvmtBbERutBYMe4Cxd2YDasPYJkQZJyrZ00FsyGFWjq1SqhV/vkori3gpVFbHaEHh9Xdjn8SptM1x4CGp0GruKL148Cv/z9Ut79/usgvj1fI9Wxe5yZKCrW4tZdR9OpvIZQMTL2MGd58Jvby+PeNaD2bYwuS4H2n2BuPXVNlPlabbqWKWvfm2TB15fV8SWKjLvOeks15WJVUtnSPVgV7ksMDiGmFLi8UwEeRxMSkRERESU3hiMUz9OR0bMg1yZAEelpYNRS4ZIIoXV+gGqp60T63cew9odR/r00y7Kz8IN08fg4nMLsGrDfule07EO/ldv2G+6RYcegl4yugB1jR60tvuQn5WJP2z+JGrAqWLB9L6V2u68LINLmzdt7DB8dLAVvkD/vfUFuvFU1W589EmrdAWwTH/bTftPQNOCFf1mFw/OPysfO4+eibm4E85Ma57554/ERecW4Kmq3YaXM1thb7bftNmqY5W++poWvPziipKIv5d5z0l3ua7MqLff7GUHwxBTSrxUORNBZaBvonEwKRERERHRwJAaRxiUtqIFOKqDu2RaMoQKDavLxg2Xqho+fqYTT1XtxvzzR2L99+ai8u1mPPmW8fC/UNEO/o+eNt+eRAMw4ax8zPnxOlsrnsODMD1g+ORkO5wZAv5ue0dG5mdlRgzFQ6n0o5WpfK4OGUBq9tY4HBl4/wdX4U+bP1UKX2SHRwLBKvE7riztbWfz0SetcemrrVrl+Z9/2YYHP3+B6apj1ee9ldcJRTYYhphS4iX7TAQzA30TiYNJiYiIiIgGDgbjFBcqLR0WVxRLt2QI19LWKd1yJPR6V9Q0Y9rYYUrXFe3gf+QQ9fYkegjqznOhttFjW09snR6E+QPdWPTCe/0CBjsJAWyQePxitaTRyVY+22Hbp6dw7ZM1EYdDxmI0PFI3dfQwrFo6vc+2n79pGp6rbsRLdfv6nLUQOtzTTJiiWrX5cv1+vLJhP6YXj4A7z4mWNr9S1bHq897M64RiGwxDTCmxknkmgpWBvonCwaRERERERAMHg3GynWpLhyxnhunQtnrnMVMtR55d34gcp1z4GOvgf8H0MXh0zXal21CYn4UJZ+X39lO3KwAODcIWzhyr1J7GrDxXJs50dsW8XGiV/4XnDMFP3tiJw6c6cPbQbHz32km9Cw+ylc920YdDrlo6I+Zlw/vJPnPDVKyoae4XchcZhNzx6qttpmpT04D6phbkOB0xn4PhVccqz3shgpePl8Hc51cfYhqPxRYanJJ5JoLKQF+Z92y7mW1ZRUREREREqYnBONlOtaXDhwdbla9DIFhtvW5n9GpdI15fAF5fQOqy0Q7+Q/ufjh2Ri70SAzjPPzsfD31hCi4ZXYA5P15ne1V0aBC26IX34h6KuxwZUqF4qLte3QRP2H69XL8fo4fn4K/3zI5bv1oj0YZD6mL1k13/vbn44ECrUjBrd19tM33Pde3+AIbnOnHC65euOs51ZaK8xG04LFc3s8Qdl+pO9vkNGgxDTCmxknEmgh0DfeONg0mJiIiIiAYWBuNkO9VgMztTPbjRD8p/s/Gg8t+qmjupqM/Bf7T+p7G481z4/bdnIdeVibpGj+WqaH1x4H+/cSnOdHb1CcJUAgYrfIFu5b8JD8V1B060o+zRt/DzG6da3S1lRsMh06WfrErf80hOtvtx9/zx+NV7B6SrjpcvKkPFsnVRH1Mg+BytXFRmap+MpMvjkkiDYYgpJYZdZyKoDNC0c6BvvKTKYFIiIiIiIrIHg3GynWpLh+svGYX/2/yJUsg8//yRmDOpKCHBeCij/qfRCBGsmK0MGRhmx8GyBmDRzHGYPaGo3+9UAoZU4g9o+M8/b0dhviuh7VSA6MMh06WfrD/QjUC3BqdDwB9jEGokmgYMy3Gi9sH50lXHua5M1DwwD0tXNqA2bKEo0vPeTunyuBClKytnIpgZoJkOA32TPZiUiIiIiIjsxWCcbOUPdKOruxtDsjNxusO4xYbeu3v2+CLplgxOh8A98z87UE+E6p3HesM1mf6nADDOnYtrJ58VtULOjoNlo9PYkxEY2OXAiXaUjRuW8GA80nDIdOknG1o9bUV9swcXnlOg1IIj15WJVUtnKFWGWuH1deGV+n34efWemJdN9uMymCXq+UDxp3omgtkBmukw0DeZg0mJiIiIiMh+PEolW0Tr9WtEA/CNy0fD6ciQaskwNDtYnaqHylZ6KqvQw7WFM8dKtyfZ1+LFd66eGDUIumR0AXJdDuk+56HceU7cPLPYMOwzGxgIAO58F6acW4BqiyGrFQ17Tyb0+qINh0xEP1k7BkeGVk9b8ebHR/Hmx0dN9ejOdWXGta2BmRZG7PObeGYqhWlgMTtAM5UG+kaTzMGkRERERERkP35jJ8v0atUn3twFj2KV76r39vcO0Kp5YB5mlbohwhoGCwHMKnWj/vtX9am01g9Q490xRA/XfvLGTuX+p5H4A924c9UmU6E4AFx03rCYFbBfLTvP1LY1AIvKx6FyYRnuv2YiCrKdpraTCnJdDkwvHiF12WjDIePZT9Yf6MbTVbtR/ngVFlTW4/ZXNmFBZT1mPr4WT1fthl+yf3toVbtd9B7dt728UXo/4kmvQK1tVOvrr2Of38QwepxCK4W9PrWBvZQ+zAzQ1OkDfWXEa6CvjDvmlmL++SMBoN/7rv5vuweTEhERERFRfDAYJ8uMev3G0tJTNQZ81pJh28PX4ofXX4Db5hTjh9dfgG0PX4tVS2dEPAg2OkANV5jnQq7LobiHnzl8yp7+p1are/XWLkY+/vS0qW3PnVSES8cMQ9X2IygbNwL/+eXJpraTCi4fNxyTzxmKXKfx25w7z4WnFlyKFTVNeHzNx1hR09Qb1sSrn6zRYpJqKK1Xtdu5QBTeozvZZFsYRcM+v4mhUilMA5OZAZqhli8qgzvP+PUar4G+svTBpPdfMxGF+Vl9fleYn4X7r5k4qIb+EhERERGlM57PTJbI9mA2oleN6cG3SksG/QD1uepGvFS3D8fOdPb+rjDfhXmTRmLupCKMyAv2+nxm7R48VbXb1H4eVQzGrfSsNiLTN1m1QjY/y4HC/CzUN3r6tFBJ9Ypxo/tx/a7jWL/rePS/FcD0cSPQDQ2X/6gqYtuHZ2+8LC79ZO0cHBnPauhU6NGtUoEajn1+E8dMpTBbqgw8VgdoJnOgrworg0mJiIiIiCh18KiULJHtwWxErxoz259Y5QC120wfBgAuRwY+OHhK+vKR+p/6A914qVa+B3s0Mn2TVStkz3QGcKbT2+/nrR1+M7uYEF+8ZBTqGlv6LIbEWnDIdTmw4PLROGdYDr409Rx87skawwFx83+yHguuGINn1hkPelTpJ2v3QM94VkMnokd3rCGNKhWo4djnN3HMVArHsyf9YGXHzAIr7BigmeiBvlaoDiYlIiIiIqLUklpHGJR27KpWPXq6w/JBcKwD1GAguc/U/vkU+yxPHjUUb+86hoIcFy4ZXYDlNc1YWdsMT5t9QbPRfZ+owaTJtOCKsfiff7m0NwT66do92Pap8eKF1xfAjsOn8cMvTMYNlfVSbR827juB+eePxNodR/uF2fq/ZfrJ6oHVe80eWwd6yj7WAsCIXCdum1uK9/e24M2Pj8bcB108qtJlhzSqVqACao8L2cNqpTBZE20AtplBulbYOUAz3gN9iYiIiIiIGIyTJXZVq76x7Qh+UdNsGJBZFQxQ1YNpl0PAH9CkA2YBYOunp3D7K5sAAJkZQFcc5hd+cqIdr289FLEqUB9M+sSbu+y/4jjJzsxAjlPgZHtAum2Jvhji9XXhjlWbpK6ntsmD42c6pNs+1Dd7sOXfr8FLtfsitOvJwsLysYZV3dECK1mxQmnZx1oDcPOsYtw6pxQXnTtMKRgvyHHZWomqD2k0qtavWLYONQ/MU65ABeQeF7KXHZXCZI4+s2DdzmP9Zm3oMwu2HDiZkL7X+gDN2sbY76/JHKBJREREREQEMBgni+yqTN7r6d/GIzwgs3oAbabq9cqJhYZ9qiMJvx/iEYoLATzy2vbef0eqCrxjbim2HDhpWOmsKiszA50236Ash8DiihLcd81EPFvdKBXwhrfHUG3j8OD/faR0+d81HDTVT9YosJJVtf0orrrgLMPrMXqsdaNH5CDLmQGvr0upytyd70J9kwd3r95kWyWqypDGykVl8hWoAF64pQyzxxcxEE8wOyuFSY2dMwvssHxRGSqWrYPH4DWe7AGaREREREREAMDkgCzRq1Xj2a5DD8isUq1uH5qdia+VjbZ8vfEQHj7pVYG3vbwR/p62L/pg0vuvmYjC/Kw+l8/Ncpi63v/+6sWYOnqYqb+Npnx8Ie67ZiKcjgzcMbcU888fCQD9gmT935HaY6i2ZThisu2DXqF+3ZRRKC91xwxfjQIrWb/deLDP4xqJ0WOtO9DSjsfW7MDkh97Aohfew4IrxsTcJw3AkOxMPFW1G56wavdIzzkj/kA36ho9+POWT1AnUU0KBKv7AaC8RK6H78xSN+ZNMl5EoCCvrwsraprw+JqPsaKmCV5fl6Xt6ZXCMlgpbJ/QmQVG9JkFMq9Vq/QBmrNK3RBhOyYEMKvUbctiNxERERERkVU8KiHLZKpVrapt8sDr65I+kI7Ur1yvkpVtZ/GtWcVw50UOGVNNtKrAaINJq7YfxvJ39ipfT9GQbPzm9nI8V93Yr62IWdU7j/Xusx7wRtq+UXsM1bYMbR1qIaCZtg+yQzZlRKr2jNTaRH+s39lzDHe/ugVnOvvfTv1MjB2HTuHKiUVYv+tY1H0cVZCN5uPBsznMVqL6A914Zu0evFi7V7mVkT6kkRWo9ona2/217Zh4Vj7+9fPnm6645+OUeLIDsBMxSDdUOg3QJCIiIiKiwUtosv0EBiEhxGQAW7du3YrJkycne3dSmj/QHTHMdOc6kZediQMn2vuEMEIAY0fkRmyhEs0Pr78g5iCuaKGPEMGq00tHD8PPqxtjXte4wly8ed+VAIDyx6tSYoilEP0rxftdBsEAufbB+YbB1oqapj6tWGQUhW3XH+jGz9ftwZNv7VbaTrho+6zS09rr68Lkh96Qbo+itH8C2Pbwtf3CnFj7V9fowYLKenv2AZ/dRwBiDtlb9MJ7Uj1+y0tGYGZpoaVFDqPnnNfXheuffgfNx9tMbRsAbptTjAc/fyG8vi4sXdmA2giv7ZklblTaNItgIDPq7R7KnevEolnFptrk8HFKrNe3HuqdZyHjuRsvw3VTRsVxj4iIiIiIiJJn27ZtmDJlCgBM0TRtW6zL8+iUbBGtMlkPCyNVjT311i48/3az9HXEapfR2u5DxbJ1OBWhGlivkt28/4TUdX3h4nN6A6FUGGI5Z0Ih3t4du9e5bFWgSj9g3bxJRX3+7XRk4IpiNwBrwXi0fdbblshQGfimKrztQ7RhmuE9t830tI9Gv4/qmzx44Z1mwyF7G/edkL4f6ptbsOLmy7G4ohg3VNZjy4FW0/sW/vj5A924/qkaNCssfkWiV+uzArUvM8NQZXq7A4DH6zc9sJGPU2Kptgiza2A2ERERERHRQMCjVLJVtDAz15WJxRUlvWHO27uOwesLKG37wwOn8Gz1HgAaTnr9vWGL05GBZ6sb8dO1u+EPGCe97X65/qq/eu8A7rlqAry+LjTsbUGGALojbDperWPCyYTiocJD2UghmmqQ/JuNB7Fu57E+4a9dw1cBwNNmrS2LTBsH1ccrvO2D0TBNPZjetP8Elswuxs7DZ5T2X8Zv3j8Qc8je+l3HpLentypp8wVMheKh9Oec/lx7pX6v5VA80pBG/b1ERSqHtKoBt+zCTDivrwt1TWoLR1YGNpp5nEidyiDdwvwslI0bDsDcwgoREREREdFAkxrJAKUNswfT0cIcFXXNHtQ19w12Hl2zHQXZTpxU7F0cy7EznfjSM+/g40OnDS/ndAjkuBxobbc2uM5uelWgUYj21Wnn4aNPWnFaod+2Hv6GVpLaVVG/oqYZ104+23Q443RkYMEVY/D8240RF0guHDUk5uMZypEh8MZ9FX0CVKNhmvq/q3ceQ/VO+XBaxdu7j9u+GHP4VAf+sPkTy9vNz8rE01W7Lb3Gw1kd0hi1n/aa7SgvcWN5Ett6mAm4ZRZmolV5r96w31SroZW1eyP29afUIPserAFYWD4WACK+TmMtrBAREREREQ1EDMZJitkqRf1vo4U5VmkabA/FdTIhqi+gwZdioTgAXHjOEMP7/diZTjy7Pnav9XCRBi7aNXx184GTpqtTZZ5jjgy1Z1+gW8N3Vm/BqqUzeq/DrmGaqgSAodlO5eGVMry+LktBtgDgznehsqYJ63cdt+01bnVIo1E/bb21UsWydah5YF7Cw3GzAbfMwky0Ku9YraiiOd7ms21gI6uU48PoPVj/9/zzR2JxRbHphRWz+JgTEREREVEqYzBOMcmEOOt2HMXiimK487L6HfgahTkUH79rOIg2XyCu9/tLdft6K0mfv2laxOGrWZkZ6OySa18jwrapQuY59tEnp5S2CQC1TR54fV3IdWWiYe8J2yqhVWkArpxYiD9/eMj2bf9p86eW/l4DMPGsIVi/63jvv62wa0ijTD9tT5sPS1c29C5+JIqZgFt2YSba60jv1W5Gi8U2R1YWVik2o/fgwvwsLCwfi9vnllpaWFHFx5yIiIiIiNIBg3GKSeZgevOBk7jr1c0Agge+N0wfg7Jxw9Ha7sfymqbE7WwaEQIoyHHipNdvexXyoVMd+KMN7TGMHDvTiXf3HMMVxW6s3rAfZzr9WDqnGMVFufjz5kN4e/dxpQpnfYjjhiYPZk8oinl5nUpgqHpf6D24F1eU2DpMU9X880fiXy4fHZdg/Ixir3+dfn/OnVSEjw6etPRcy87MwI3lYzFqqD39v1X6aYcufiSC2YBbdmEm2jBUMwN3dYdbzVWbA9bav5C8WAOwrS6sqEjmY84KdSIiIiIiUsFgnAyZaR9x7EwnnqraHc/dSls3zRiDXJejz+DQSFV+VnX6Awmpbl78YgNizDtV9u1Vm7CkokS6olAlMDTjrY+P4OjpDuVhsXYpGzsMz980DQCkh+wB8T87Q69EvXTMMNy04j1L27p9binuvXqiTXum1k87dPEjEcwG3KoLM+GXz3VlKg/c1Z1VYL7aPJFVyhR9ALbVhRUVyXjMWaFORERERERm8CiBDOkH0wOpBcrwXGdSrrcgx4l//8JkPPj5C7G4ogS5rszeKr/aB+dj9dIZuO9q6yGBEMDl40bYsMex2R2KA8Cpji488eYu3PbyRvgDsduwxLuSu665Bc+/3YyX6/fH9Xqi+Ycpo+B0ZPQO2Yt1l2uIfyheXjwCtQ/Ox91XTUBbp7Ue+yWFebhz3nib9ixItZ+22f7bZpgNuPWBurIiXX75ojK489S2AwDuvCzlvwH6Lqwa0auUZV7vdvIHulHX6MHrWw+hrtGT8OtPJKsLK7KS8ZjrFepPvLkLnrDwX69Ql/08ISIiIiKiwYXBOBlKZvuIeHDnuVD9/+bi3qsnQNg9CTSGW2aN61OxFhrKNOw9gbJxw7F0TglyXQ5L1zPprHwcO21f9Xmy6BWFsagGhulEiGALDN0dc0sx//yRwd+FX7bnvxedOzTu+zXvgpG9z2Ur939xYR7+es9spUpOmTBTtZ+2lf7bqswG3GXjhqMw3yUVOBblB2c9hMt1ZaLmgXkoL5GvBC7Md0XclgzZhdXQKuVE8Ae68XTVbpQ/XoUFlfW4/ZVNWFBZj5mPr8XTVbsHZIBqx8KKDDsfc6+vCytqmvD4mo+xoqYJXl/kRTiVCnUiIiIiIqJQbKVChgZS6Dir9LOBftOL3dC0xLV7Ca2KjXbKd2GeC0NynJZbduw4fAaPvLYdQsBUP+FUItPrVg8MY7UYSTbR839UHpOZJe4+va9lhuzZ0doklhtnjO39/8vGDUeuy6H0vC3IduKWWeNw5/zxMUNxr68Lqzfsx6FTHdh95DQ+OngSLd7PArJIrRJU+mmHLz7EW9m44RiRm9nnNkQTGkrrZww88eYuw7/RACwsHxv1fs11ZWL1rTPwkzd24pl1e2Luw6LycaZbUCSqSlnFYO15Lvs+KRB8LzG7GGLHY+71dWHJygbUNXn6vIYfXbMd5SVuLF9U1tt3v6WtEyveaU5I73QiIiIiIhp4GIyToXQJHY2ML8rD/317Zp+Qv6UtcRXVoVWxhqFMmw/H2+wLhtI9FAei97rVw9KjpzuC/dqvGIOfro0d8iWTBmDyqKHY9ukpqcu781yoXFTW7+fRhuxdMroAHxxoxdHTHch1ZsDrj0/V6xXjRvS5779adp7032ZlZmD5ojLMKHFLBeKRwrFwkcJMlX7aBTnOhAZl/kA32v1yL06vL4Bnqxt7Q/875pZiy4GTWLvjaL8gUP/3/PNH4va5pTG3/Z2rJ+DjQ6ds2VY0dlQp93utWxzOOlh7ntu1sBKL1cfc6+vC7GXr0BLhs1DTgNpGD6Y98hZyXRnwtKkPd7bSO52IiIiIiAYeBuNkSPZgOtkyBDAsOxMt7X0rSReWj+1XIeYPdKOypjnu+yQAzCgZgRU3X94b5BiFMhRZaEWhUVg6PNeJE16/0qDYRND3x5khpEPx8hI3VtxcZhgA6kP29DMQ7np1o1JQZEZmhsB7e1vw3t6W3p898tp26b/v7OpGZkaGVCgeLRwLFy3MXL6oDNMeeQvtfuNK9pNef0JD0CUrG2Luk87rC/QL/WOdMSBbEet0ZODJr1+C76zejA3NLWgPWUhR3VY0VqqUZaqGVQNy2WHSA7W62M6FlWisVqYvWdkQ83Xf7g9Iv4bCDbT2cEREREREZA2DcYrJ6GA6VXRrwMJZxZhe7O6toC0bNzxiqPFsdSO2HDiZkP2qa2rBXa9uxvM3TQMAqVCG+mo+fgb+QDf8gW7DsPSE148cpwN5WY6+LWryXfD6ApZb1JiV6RDwBzT4u40f9RxnBqYXj8BTC6ZKV12GnoGQCF0xboMMmWBKJhwLFx5mOh0ZyHEKtMdYK0hkCOr1daGuKXYVe7jQ0D/aGQPR3u+i7Uek0FkAuPCcoXh16XRb2miZrVKWqRquWLYONQ/MUwrH9f7XsQzU6mI7F1aMrsNsZbrZ14eKgdQejoiIiIiIrGMwTjEZHUybkZ2ZgfISN9btsjfM++W7e3HrnBLDoES2YtAO4ZWsZeNGSIUysq65YCTe3H7Utu2lqmWv78IL7+xDtjNDqpLw0tEF+OmCiX0Cw2erGxN+1sMXLx6FjAyBP275NOZlZ4934xtXjIE7L0sp6As9AyFdZDsdWFHTFLU1htlwLDzMbNh7QqqPdyJD0NUb9ptqcRQpvNfPGFBlGDoD2PbpKcz/yXrl0DkaM1XKMgsjnjYflq5swKqlM6T3JRV7nieaHQsrsZitTDf7+pBhtXc6ERERERENTAzGSUr4wXRLWyeW1zRj84GTyiFzR1e37aE4ALS2+1H+2FosrijuM4gvlGzFoJ30UKukKM/W7ZYU5QHyXSzS2vEzndLPsfrmFqwYXdAn1Ev0WQ/zzx+J//rqxbjk4b9LXf6dPR68sycYBhfmu7CwfFzU57BOX+RJFwLB6vmbf/l+n58/8tp2jHPn4nd3lKMwP9tyOKaHmaqhpicBcweOnu4w9XdG4b0/0K0UcMYrdI5GtUpZZWGktskDr69LOsC3o+f5QGF2YUV222Yq082+PmRY7Z1OREREREQDE4NxUhJ6MP25yWfbVkVul9YOf7+evH1+n4QKQD3UOtxq70H/yCHZtm4PAH54/QU4eroDz78d/x7sKlRyUk0LVh4urijp/ZndZz1EMzQ7E0srSnD73FK8s+cY/AH1hPf4GR+eeHMXGva14NaKEpzp7IoYeNY3eRK+yGOFBkS9P/Z6vCh7tArTi0dg8qghlq5HDzNVQ80f/H4rmo61xVyQMMsf6MaOw6ctbSP0/UvvLf9S3d4+z4Oi/CzcVD424u2IZ+hsRKVKWWVhJNJrPVT4osElowss9b8meWYq0+PxmWZX73QiIiIiIhqYGIyTaZEOfPOzMtGw9wRWbdif1LA8fBAfEAxJ3vz4SNL26ayCbKlQRkZRfhYWTB+Dn63bLdUuQkaOMwOTzh6CiWcPSblgXFWkysPQ5+uGJg9+9Np2bLcYVIY7b3gOFlcUw+nIwGsfHLK0rbd3Hcfbu473/js08ASAZX/bYWn7qWhDcws++qTV9N8X5rl6w8yyccMxIjdT+vWhL6pt2n8ClQvLLIXjkQLZO1dtwvqQx9MMPewP7S0vwi5z/Exn1MVBO0NnM2SqlFWrhiNd3mjRYOJZQ1B7xnhxgNXF9lGpTF8wfQweXbPd1nYqdvVOJyIiIiKigYnBOFkWfuA7e0IR7pw/Hg17T+DY6Q5851dbEj5sMrwnb6KHFEbizsuSGkomY2H5WOS6MnHRecMsh226dn83blzxHgrzXXD2DIxMV7EqD1e802x7KA4AHx863TsUsKOr29ZthwaeF51bgK2fnrJ1+/EyNDsTpzrkF2+sDEn1+gN4troRd8wthT/QjXa/+nO4eucxLHrhPaz81hXKQVq0QDbX5bB0u8IrmJ96a3fve1n4LQyfbaAvDvoD3disOHTYKKT2+rqwesP+qL3izVKtGg6/fKxFg2NnOuHOc8HT5lPqf03xl+vKRHmJG7WN1gZwFmQ78aOvTIE7L8vW3ulERERERDTwMBinuNDD8hU1TQkPxYH+PXmTOaQwNNQqGze8t9e1WaGhzYSzhtgWjOvSqT1HJEIEKw+jifdzQe/PfOWkIvz1Q2tV46FCA8+6Rnsf83iaf/5IqQGkdmj3BXoXD7y+LrT7zYXRtY0eLH2pQaly3CiQtRKKA59VMPsD3bhpxQbUN7XE/Bt9cXBxRTGW1zT3C+tlRAqpvb4uLFnZgLomT5/K3kfXbEd5iRvLFwXvM7ODHVWqhiO91kNf39EWDTxtPswqdWPXkTPS/a8pMZYvKkPFsnXwxOiDb2RJRTH+8eJzbNyrwUV1bgERERERUTpjME62Cz2o2nLgRFL3pbXdB6+vCyveSV5rkPDT8vVe18vfaUZru196OwXZTiypKO4T2owaan9P1nQ3s8QdtXJVH1gZ7wGc7zZ68I+XjIrb9tv99lajx9O7e8wtQuQ6M+BVvJ2hiwdWVe88hh/8/iPMv2CkVDhkFMiaFVrBvHDmWMxeti7m4Eydvjh4Q+UGbOkZkqx03RFCZ6+vK+o+aFpwQWHaI28hxyn6tLAx6nseTqVqOPy1Lvv6FgB2HTmD9d+biw8OtDIATCG5rkzUPDAPS1c2oDZs8UUIYFiOEye8flb7x4GZuQVEREREROlOaHY2cxxghBCTAWzdunUrJk+enOzdSXnRDqqS6WvTzsMb2w4rtXKwS+iBeqRBoF5fF2Y8ViW1bwU5TtQ9OL9f4Ov1dWHyQ2/Y2pM1nbnzXKh5YF7v/RRe+dbV3Y2bVrynvN3yEjeyMgWqba7Op+i+NWscdh4+3S8cSxajcMgf6Eb541W2zA8Ilety4I4rS3H73FIseuE9yy0mVMwqdWPV0hl9fnZDZb2pfYj1XhjO6+uSqhqeXjwCv7zl8t7Xe12jBwsq66X3a/XSGdL9rynxIrXrcToyIg5RLmK1vyXhZ7xEW3SQef0SERERESXTtm3bMGXKFACYomnatliXZ8U42cKojUCyuBwZ+O3Gg0m7/lin5ee6MrGkokSq5/iS2cURq6Dt6sma7oQIVo9WLipDrisz6iLNkCyH8rbdeS6suLkMT721i8F4AjUeO4MXv3UF/IHu3nDM6wvg5fr9Sdkfo6GWDXtPxGUxMNfpwO09/dLrmhL3GnfnuVC5qKz3315fF1bW7jX9PhOt73k0etXwLb98Hxuao7eN2dDc0tvTP9eVidZ2tcdA9fIy2IbCPrmuzIjDX8OHfvN+tk6mBZHs65eIiIiIKJ0wGCdbxKONgFW+QGLbTWQI4BcLp6EroEkfqN8xt7S357jZU8Pt6MmaalRanYwvysP/fXsmCnJcAIwXaU53qvV6nnzOUPz29nI4HRnYEYdhnRTd+l3HcdvLG/H8TdN6w7HXtx5KWjBuFA7FI2AFgONtPjTsPYGPP21NSNV8+AJTtH7iprePvkORjeS6MuHIiL3Mqvf0X7V0Ru97gCzVyxuJthiXl+XAt2YV456rJjC4tVH40G8yT6UFkezrl4iIiIgoXfCbLVkWelCVKlwOkfD9uWf+BFx9wdm4bsoolJe6pQ4cnY4MPH/TNNx/zUQU5mf1+V1hfhbuv2Zin+pUf6AbdY0evL71EOoaPfAHunurK2eVuiFS6UEw6YsXj+p3XxjZc6wNL9Xu6/23XYs07lwn/njnLDgdGbj1pQbbh5xSbHoIrbMzyDRLD4f8IQtv8dyvlrZOHD3dEbft67562bnY9vC1WLV0Rm8oPnvZOtQ22tfKJnQocixeX5d0lfy7jR54fV0oGzcchfmumO/9AsHWG2XjhkttPxZ9Me6JN3f1O3OgrTOAn67dgyt+9FbcFlBIntfXhRU1TXh8zcdYUdMEry/xbdZSjX7GS6yXucrrl4iIiIgoXbBinCyLVxsBs0YPz8GBE+0Jvc7iwjzcOX+8qb91OjJinhouMxRr1dIZ8Pq68Er9Pjzx5i50pNGAxlALpo/F/3z9Umxo8uCOVZtwOkYP9tAqNgC2Dde8eVYxnI4MPF21uzdop8QSAFbW7sXUMcNwprML+VmZcOc50dLmT9qZKaHhkF6xesnoAjgdAv6A/Xv1/T9sxaWjC2zfbrh/nja6T7umJSsbpAd9qpIJiFdv2K8UyN/xykYsX3Q5FpaPi9meKnwgslWhi3HRnPD6MeOxtdj4w6ujDgem+Il29sOja7ajvMSN5T1nSQxGqdCCiIiIiIgoWQbnUQDZSvUg6auXnQt3vgsjh2Tjq2Xn4aXaff0GaVmR8FDcnYuHvnAhqrYf6RNo671mj53uwPt7W5DldGDU0OAAsdAD8PCetFddcFafwMaoNUh43+NcVyZunVOKDn+3VO/yWMpL3Ni4/wR8XfEP2QWCVfL6/efIyIgZigP9q9jsWKSZOnpYb29nu4J2Uqch2E7kxpCBqbkuR0o8FqHve8trmqVD8VyXA16ffEufU+3+uJ6tEPq606lUa5shU2GvWiW/ftdxLH2pAVPOKYDLIeAzeDzmnz8SiyuKUdfosdyjWn+PkNHuD2Dxi+9j9a3lytdD5ulnP0Ra6NE0oLbR06dX/WCTzBZERERERETJNviOAMh2qgdJ/zxtdJ/eoHq1dH2TB9+WqBBOND0UdTky+vQtH5qdicnnDMXuo2dw8y/f7/15Yb4LE88agu2fnsSJ9v4BmF6h9uyNl2Fl7T7DKnCnI8PUUCyj3uWyt3fupCJompaQUBw91/nNGWN6wynVBZeWtk68vvWwLftyY3lwP+oaPSl1NgQB7Qqhcjy9u+c4Nu8/AXd+Fl58t0nqdeZyZODt783Fohfex7ZPT0ldT7wXASJVT6tWa8uKFMJHM3JItvL2q3ceQ7XBAGiXIwO3zSlBRoZAxbK18LT5e39XmOfCwpnjet93ZameMVXX1AKvrytqAOv1dfUOmx05pP9CKgWpDDmVOfshtFf9YKO3IPLEaKei8volIiIiIkoXPNoiy+w4qHI6MlAxoQhLK0psqXS2IjzgKszPwsLysVhcUYwPDrSitd2HvKxMLK9pxvpdkaq4fTh+Jnq1pV6hVvboWxGrTEOrwJ+5YaqpoVh67/LnqhuVq/GzMjNw+9xSaBrwVNVu6b+zQ/WOoxg/Mh/uvCzkZam9PVXWNGPLgZO27Md/v74LX7zk3EF7yrgAkOXMSMl2PKlQLQ7A1BBQX6AbS1ZulA7FEyHScN949TRXaWGyYPoYPLpmu6mAPtqf+ALd+MuHn2Kvx9vvd8fbfHjizV14Y9shPPgPF2B6idycCDPvEas37O8dKKtjqw85Mm3FQh83lbMfaps8hosWA5XTkZGUFkRERERERKlgcH37p7iw86DKSqWzXTQAU84Zirvmj+9XiaZXuj9dtRvrd1kb8Bit9UJoFfhDf9omVY0Yqe9xaO/y+iYPbn+5AW2+2EFnR1c3XnynEac6Ex+KbjnYirte3QwgWHkv03ZCAMhxOWwLxQHg8KkO/GztHkwvcce+cAKott+IpiDHiQtHDUFdU4vh5TQAt19Zipfr9vapqiXr7Hye6oQAZhSPwK4jZ9DSFnuIHhCskF40c1zvYlooM9XaMoblOrFw5lipy+a6MlFe4kZto70tXSKF4qG2fXoaN654L2rQGs5MW4lDp/ouPLDVhxyVtmJAsJr//zYekF5c0bTIixbR9kW2Yt3M5RPN6LuX/u9Ii2hEREREROlu8B5hka3sOqgyqnQuzHehMM+FHUfOxOMm9LHt0CnMmVgUMYRIVN9pAeCNbWqtQaJVL/55y6dSobjuZEfyK4VjnYGgi9djUPl2E26ZPU7qbIh4syMUB4DWdj92HzmD4sI8NB9vi/paDbbRAbwKzxlKvBxnBu67ZiJunDEWua5MPF21W+qMm69NOw+PfeWiqMGclWptIye9fsz/yXrpgHf5ojJULFsHT5yGgBo51hO0NuxrwYpFl0e9r8rGDUe24tkVnf6+r2e2+giKFR7LthVb9MJ72HXktKk2WLHOllCtWFe9fLIYf/cKnjUXaRGNiIiIiCjdMRgnW9h5UBVa6Rx+kNyw9wQWVNbH86YAMK4cU+0pa3ofAJxS7Lf+yYl2+APdvfdzaIVdugkPPqKFuJeeV4AtB1ttv/42fwBzflyNyecMRa1Ba5x042nz4XibD8WFeTjd4e/zXC7Mz8I3Z4zBxn0nEt5Gh9S1+7tx0bnDekNm2QVKo1AciF+1NqAW8Oa6MlHzwDz8y3N12Jqk9jNv7zqO+T+pxhv3zYkY5jsdGZg/aSTWKMw3uHzciN7/n60+5MJjANIL0laet0ZnS6hUrOsDuFUun2xG371SYf+IiIiIiOJhYB1dUVLZfVDldGT0GdIJyPczt0O0yrFE953Oz3KgrTMgdXsfeW07nvj7LtwyuxjfuXpCnwq7dJadmYE8lwMeb8iwvPwsfHP6GLy5/Ujcrre13Y/aRg/cea6kVK3Gg/48aj7ehnuvmoDpJW542jpxpLUDhUOy8Iu3m1KqBzYZC30/snOBMp7V2ioBb64rE3+4cxZmPFaVtNfggRPtmL1sHd6JUum+YPoYpWC8KCR8VRl0qtLqI13Ihse3zBoX9wVpIYKPZTSqg7DNDM5OBZG+exERERERDVQMxsl2qgdVKr03/YFuTD5nKNbvOm7X7kYVrXLMTE9ZK9x5LpzpbJe+fJs/gGfW7cGLtc1wZoik9Wq3U0dXN1yZGfjatPMwd1IRRuQFh7g+W92YkBDX0+aD0yGi9oVPRwLAK/X7oAFYtWFfQs6CGIz019/U0cOwOQ79xfPDhtTatUCpV2svXdmA2rCBkFapBrxORwYWzYw9xyKeWgwq3WeUuDE8x4ET7bFbHrlznX0GUB8+pTboNF6DUZNFNjzOz3LEfV9mlrijLtbItlDTB2Evrig2NTibiIiIiIgSi8E4JY1K702vrwtLVjagzuaAJhqjyrELzxmS0JB0X0s7MjMEurrVru9Mpz19qVPFqY4u/HbjQXjafL3D1RLR6103kEJxIHifHW/z4amq3f0qNck+7p4hl4srijHnx+tsP9tl+TvNmF7i7heqhS9Q+gPdqGv0KAXlua5MrFo6A15fF1Zv2I9Dpzrwav0+eBX6aUdz9HRH73aPnu7AyCHZWDB9TNRgUqZNTLxFq3R3OjJwy+xSqeD+5lnFvW02nq1uxKsb9ivtQ7wGoyaDStgc78Vwd54LlYvKov5etoWaPgh79Yb9pgdnExERERFR4jAYp6RQ6b3pD3Rj9rJ1MYeT2Sla5ZjX14V5P1mf8JBUNRQfyPRTz8vGjWCVs0347IojEbx/nY4MLCy3v+q5eucx/GztHtx7zcSIv7dj+F+uK7O3untottOW2/DGtiP4RU1zn4XOR9dsR3mJG8sXlfW+/4aeUXTLrHG4+LwCrKrf369NzDdnjMGWAydR3fOZEik4dwjAylu3UaV7aHAfjT6A2uzsh1itPtKNStjc2u7H0OxMnO7osvX9Sojg531lyHMuEtUWaqqV/Ylu0UZENBConHVMREQUDYNxSgqV3pt1TZ6EhuJ65VikL1vfevH9hO4L9aefel5clJfsXSGKyXPG17vQ98wNU6NWPVvx8+pG3HplSb9gLx7D/4wqt1Xs9Xj7/UzTgoMTK5atw9rvXomVtfsiBvo3TB+Dy8cNx5nOrj4Hwv5At2F/dV+gGz9du8fkHgdFCzyN+rsXhfV3f7pqt6nZDzOK3fjgQOuACQBUw+ArJxbhLx8esuW6//HiUZg6epjhWQqhVFuoqVb2J7pFGxFROrNj0Z+IiEjHYJwSTuX06RffbUZLu9/gUuZMPmcoPj50qk+1ol459vMbL8Pz65vwy3ebcaqjq/f37lxnn+GPlBz6qedHWgdWr10amEIX+lbUNEcNT63wBbrx0J+24b+/dkmfn8dj+J9RAGxXiylPmw9X/nc1Tnr9EQP9p6p2Y/75I/sF+rH6q/sD3fjok1ZUWxhIbBR4yvR3l/38C5fjdGDn4VYsqKzv/Vm6BwCqYfDXLx+NNl/AUjsdgeBCyZNfv1TpPpMd/K1vf8H0MXh2faP05UP7ztuFlZRENBDFY9GfiIgGNwbjlHAqp0/bHUTrB6F/vHMW/IHufv1tAeD6p2rQHKGakaF4ajm7IFsqqEh1A2E4KslZ/k4zFlcU9wlPPW2d+P7vP+qzCGfGG9sO47GvXKQcwJoZ/hctAL7wnCGY/5P18NhwVs3JnvdbM4F+tAHQTkcGKheW4bnqRqwMqzKTIdvKxGgAteznX+91AijIdeKk14+OsI+gdA8AVMPm6SVuTC9xRz0rYMJZ+aht9BhepwZgYfnYmPdVpFBZphWSvv1cV6bS5e187FhJSUQqMzzSTTwW/YmIaHAbGJ+QlFaS2Usz9CDU6cjo0yvWH+jGNU+sj3iKP6We+iYPxrlz077P+OJZxVj+bnOyd4MSoLXdj6kP/x0XnVeAz00+GzfOGIsPDrRaDsWB4HDad/Ycw7xJZwFQHxZoZvhfpAC45oF5WLqyAbVhg5KFAIZmZ6K13fptBcwF+vo+hy9MPPyXj3HsdOzq/WizJ1Sofv5dN+Vs/G3rYQADLwCQ7bsfHh5Hq8oHgNte3mhYUa73eY9GD5VX1jbD0/bZSkRhngvfnDEWcycVGfaxD92+zMDYWPujykolJSvMidKf19eFJSsbUBf2GRxphkc6iueiPxERDV6WPxmFEAUAZgAoBLBG07QTlveKBrRk9tKcM7Ew6kHo01W7GYqnkZfr90td7pLzCtB0/AxOdwTivEfmtHfZExRSeugMaGjYdxIN+07i8b/twMSR+bZt+55Xt2DDD65CritTOYC1a8Ey15WJVUtn9KlWG5brwq827MO+E/a1P7IS6AN9Q/3554+MOeBZnz1hVX6W2teud/f0D2HDhQcA6RRwmg2Po1XlR2vzUxjW5z0Sf6AbS1a+j/W7jvf73fE2H56q2o05Ewtx79UTIg6ADd++Udshmf0xw0wlJSvMiQYGr68r6mdZ6AyPmgfmpW04nohFfyIiGnwsfSoKIX4I4F8B5CD4GXQ5gBNCiCoAb2qa9l/Wd5EGGtnTp+Nh9vjCiAd4/kA3fvF2U4L3hhLhg4Otyd4FQ0clKlVpYNI0YOeRM7Zt73RnF5aubMCqpTOUFyDtXrDMdWVicUUJ/IFufO7Jt20NxUPZEejnujLxjkGl+8wSNyptqrJT/cw7JbGgpwcA9U0ebN5/Mq0CTrvDY5k+79E8s3ZPxFA81Nu7juOy0cNR++D83jMOjrR24OyCbIzIy7J1f1SZqaQEwF69RAPEkpUNhgu8QHCGh/49IR0la9GfiIgGNtNHeUKIbwN4CMDPAfwNwGshv/4rgK8AYDBO/ciePh0PHx5shT/Q3e8Ab0OTB51d3QnfH6Kzh0Yf5jeQuBwCPhsGM5Kx2iYPvL4u5f7N8Rj+BwTDxubjbXHZNmBfoB+p0j0efVnbOuN3hsiyv+3A1k9PpXTAGa2a3e7wOLSiXKaC3h/oRmWN3OL4L2qacOuVJXh/b4v0IoRR33m7mKmkfH9vC3v1prh0OgOEksfr60Jdk/GMBZ3+PSEdq8aTvehPREQDk5VPxLsAPKFp2veEEI6w3+0GwG/QFJXM6dPx8NcPD2FDU0u/A9eN+07G6RqJohMC+O61k/C3rYelAkx3vgsTRuajvrmlT1VrIggBXDFuBDY0t5j6e4biiaFpwOoN+7G4oiRpw/90/kA3Xqzda/t2gfgF+nqluwqV4CqeB+lbPz0FwDjg/Nm6PZhe7E54yCbbrsPO8FilRUh9kwden1y7La8vgAW/qMMHB1NrEUK1MrKlrZO9elMYW9yQitUb9kt/Lwz9npBuUmXRn4iIBhYrwXgJgDei/O40gGEWtk0DnNHp00NznGht9xv8tTXHeg5cN+0/gcqFZT0HFqkV2mUIoDu1dqnXmBE52N/SnuzdGBBmlrhRkOPCN6ePxVNVuw0vqwG4ccZYZAiBnYdPocWb2N7kejuJimXr4Ilxqm40ToeAnwG5ITsWBo+eDrYtScbwv1DBsFj9vTzHmYF2v/EZPNEC/URWV5oJrvSDepnK3sJ8FzRNQ0ubP+ZzQvQ8oLEu91TVbmjaZ+81iQjZjAZCHotTkKw6hHLTPrXxOB8cjL0Ikegqa9VFl8OtHezVm6KsDFGlwUn/3I/X5VOF2aHNRERERqx8WrQCOCvK78YBOGph2zQI6KdP1z44H6uXzsBzN16G1Utn4LF/mpKQ66/eeQyLXngP/kA3LhubOhUFcycV4X++dkmydyOi+eePxF/ung0Xv2haluPMQOWiMnh9XajeeSTm5SsmFGLz/hN44s1dOJHgUFwAuGxsMGCseWAeykvMhSP+gIah2el36m6iTBs7DENznH1+VpSfhTkTCpW24+7pdawvQN5/zUQU5vftf1yYn4X7r5nYG6x4fV1YUdOEx9d8jBU1TfD6rD/HWtrU++fnuhyGobgeEoUH+v5AN56u2o3yx6uwoLIet7+yCQsq63Hpf/4dX332XfxifaMttyn0+m59qQFPvLkLnrBwUQ+ubnt5I/yBvrdFP6iXsah8HBbNLJZaKNEkQnH9crL7ahejgZC6tTuO4mdr9yTkOsPD66Dw+NEavco6XvdpJPqiS6xbIhB8XzmrQK2NF3v1Jo7685cGu5FD1F7PqpdPJXfMLcX880cC6P/OHe07AhERkREr6VYVgO8JIfJCfqYJITIB3IHo1eREfeinT183ZRTKS90RB1jFS22jB0tfasC0scOR6wrvCJR4s0rdqFxYhrMLcpK9K/18bdp5eP6maVhZuw++BB7sD1Qd/m784A9bUfboW73Vh0bqGo/3DoZLdM21BuCna/dg6UsNltsd/PAfL8SsUnewwpX62P7pqT4V1gXZTtwwfQx+esNUpfvrTE8fa716esJZ+Xjy65fg5cVX9C5A1j44H3dfNQH+QDduqKzH5IfewCOvbcfzbzfjkde2Y/JDb+CGynrTYXKwZ3Oz8t/FamcxPDezT6CvX1e0kLqtM4CGfSfx2N924MJ/t3abQlkJrlQO6mUuO+XcoWZugtS+WqUPhJTx82p7Fi9Ch1AaCQ2vp40dZvl6Q4VWWSeKvugS6/NBr6R0K37XYq/exDDz/CVaMH2M9PcEIYKXT1cqi/5EREQyrJTu/TuA9wF8DOAPCH7XvgvAVABjAPyL5b2jQUm2f5xdqncew4qaZiytKInZziKe5k4q6m3tcsnoAuS6HNI9T+PN6RB4+EuTAUA65CBjGoA/bP5E+vKpMBu2eucxLFzxHnYfPW16G//vdx9iRskIvP+Dq/CnzZ/i0KkO7DlyGpv2ncCpztR4vieLN6xS+lSHH09V7cZHn7Ti8nHD8V6zXMi26r39EEJg1YZ9hi0+vL4uzF62Di0RWuNoWnDhsGLZOtQ8ME95SNez1Y3YcuCk0t/IONURwMKZYwEAdY0etLb7ULX9aMyKZJ2V26QLDa7M9GY2aiVWmJ+FheVj+/xNtMsOyc7EdZPPxucvPhs3/7LB1G0JtbJ2r+19pGUHQgKAL9CNh/60Df9t8YwpM0Mop5e44/KZm+gqa9X2SezVm3rMPH/Z4oZyXZkoL3GjtjH2AM6ZJe60HLwZKh5Dm4mIaPAy/amoadoeIcQsAE8A+DaC350XAlgH4Juapu23ZxdpsJHtH2enl+r2Yf335uKDgydR3ROwJIrLkYHbrizB9OIRqNp+BPlZmaisaUqZUBwItsBYUdOMsnEjpEMOGpjqmmIfdMVS39SCzz1Zg3dCwkmvrwvlj6+N63yBdBNazftPl54DQC4Y95zx4amq3TF70y5Z2RAxFO+zrTYflq5swKqlM6T3WzY4NqOrW8O0R97C0GyH6T77Zm5TKDuCK5WDev2yiyuK8dCftuH1bYdxuqMLpzq68JuNB/H6tsPIysxAp8XVs+NtPtQ3eVAxocjSdkKpBsNvbDuMx75ykaVgQ/U6W9t9cDoy4rI4nugqa9VFF/bqTT1mnr9EALBcYg6MO8+FykVlCdyr+LJ7aDMREQ1OlpaLNU37GMB1QogsAG4AJzRN41Q+ssyo6ikejp3pxAcHWlG5sAzPVTdiZe1eHA/5YpmTKdDeFZ+98AW6seKdZvzUxv6qdtMrH0uK8mJelkhGS1g4mevKxOLZxQldEEsnr289rPw3Ri0+flq1W3qRo7bJA6+vS7rCTKVKGACGZDtwukN+IbCrW7M8fFb1NoWyM7iSPaj3B7px56pNEYfxneqwr3f6bxsO2BqMqwbDpzq6LFfAql6nfvm75o+PuTh+5cQifHTwRMznXzKrrFUWXZI9oJf6M/v8Jcp1ZaLmgXlYurIBtU2ePjMlhPhsiHq6V4sTERHZzXT5hxDiBSFEMQBomtapadqneiguhBgrhHjBrp2kwceof1xRfha+fWUpsp32Vi/pVWN3XzUBdd+/Cq8svgL3XT0R9109Af9w8Tm2Xle4VKoOj0SvfKxXrBYepTjciwYXPZzUhfZTTmdCAOUlI3DP/PEozI8eWqi0WW+3sZeOALDi3eZ+gxij0TTg80/VSPd/Vg2OpxcnvtpL04DVG8yd2JaM4EpmgKUd1u86bmvP4rJxwzFEceCu1QrYsnHDMSJX7jrduc7e8NrpyEDlwrKe7x19H7PCfBfuv2Yinr3xMhTkxu7NnQpV1uHzWyLtC3v1ph7VIapscUOhcl2ZWLV0BrY9fC1+eP0FuG1OMX54/QXY9vC1WLV0BkNxIiKiCKx8Ot4M4DkAkaZrFQJYBOBbFrZPKUgf5paIXm5GVU/PVjeiw29v0+Wdh8+gIMeDS0YXYHlNM16q28u2IWFert8PISAVqOW6HHj93grc9+sPsHbH0fjvHKUdPZxcXFECoG8bgOXvNKdlW5XJo4bit3eU9x583n3VhN73r0wHsG7HMRw93Ymzh2Zj6pjh+P9+80HC91FDcCilir0er3RvbtUgOFkLaEdPd5j6uwvPGYI8lwNtEguaBTlOXDK6wNT16OLZmiZca7vf1p7FTkcGrpt8Nn678aD033xyoh3+QLfp7xZORwbyspxSZxXkZWf26/9uVG39dNVuNB9vi7nd4sK8tKmyZq/e1CLbTjAVFl8odeW6Mnu/WxEREZGxeC0bjwDQGfNSlDb8gW48W93YLywOH+YWD+Gnmushgd2efCt4EOJyCPgCiRj7mZ5kq0xvrSiB05GBGSUjsM9zBo3HvPHdMYppaHamrW0X7BAeTuohzcKZY1H2yFvwd6fXa3F/S1u/oE1fzAt///zzlkPJ2EXTPG0+LH6xAatvNe7NLTtAWW838d1rJ+Hl+sSPJRk5RD6Q9we68c6eY/ivNTuw68gZ6YC6td2PK39cHfNz0uvrwuoN+3H0dAdGDsnGguljehcgVFvTAEBBthOzJxTitY/Un2N29iz2B7rx+YvPxh82f4IuydfyI69tx3Prm0x/t/D6unDwpFxXvwMn2iO21InU4kZlgeJ0R/ot6rFXb+pgixsiIiKixFEKxoUQcwDMDfnREiHEdWEXywHwJQAfW9s1ShX+QDdufamh9zTuUOHD3BJRuWImJFDBUNwev9t0EE+t3S0dpFP8pVooDvQPJ0MX4dItFAeA052BPhW3oe+f4afGt6ZheFbX5OmtKI1GteIx15WJ84Zl4+BJcxXcZggBfGnqOVhR0xQxjNbpz8cX320y3dfc6HPS6+vCkpUNqAvrB/vomu0oL3Fj+aIyU0F1a4cf/z97bx4fR3Wl/T/Vm1ZLtluSsY0XSd7ABm8CyYtAlnHCJJnsIWOzGLAdIIQlQ34Q8k7CJDgw5E0gdswWm0WAYxKyTCYDgdeWJVsgyUbesI1XbZZ3qbWrJXWru35/tEputaqr762lF+l8P5+ZYHV31e2q6qpzz33Ocz4+3aRKZa6H9UuwxXRWtMQW2/ac4bIJ8q9aUYIn9mjqdOmqvCdGFrxNVP1RWmQjCIIgCIIghsIbKS0D8FT/f4sA1gZ5Xz2AB9UOioguNu08LZsUBwY3c3ultBoPLZ9uuN2Knmo2I5iRkYyTlzsjPYyIc7aF+vASofl2ztUD/620CBdL+N+jwuUNzYOk1M7OSEJlTTP35x/ZdgBv3pur+B5WxeOa/Ex8762qsCbFAWBUvAU3/LI4aDI60WbR7XqUe04CvgTW0udK0Nw19JkmikB5tQP5z5XgN7fNVbVfXisivRpGKi0GsRLsmIXC6erDax/LOfwFh9VSR8+mq0T0EU6rQBZ4LW5YFtkoQU4QBEEQBDEU3gjpVwA2wTd/ugzgiwD2B7ynVxRFygoOE5yuPrxUeprpvUUVdejziti6p95QuxU91GxGEq1J8Wi00SCIH/7x0IAi1D+JHMtI96hwekPzICm11+RnIv+5EjhkErNKVNY2h/SAZlU8RuKcCwDau4feC/2T0WVPLMOWslpdxyYAeKuifkDpubaoSjYp7o+jy4VXd1XDnmTjPk+86OVZrOdiUOAxU0JpoUEJVksdtU1XScEb3UTSKpAFFosb1kU2lh4RehJtiw0EQRAEQRBycEVHoih2A+gGAEEQMgGcF0Ux9mrBCWae+vtRuBmtRZo6XdhQfGqIQkwqid5/pgVrlmaiq7dPU4DM6l9LDIaS4kQ0IilC7y/IjsokshqkZotG2z7xEuhNazWbUPbEMnxpQxnqHOw9AHrcXvxu5yksykpTvI+HUjwatXDwjXkTcOxCO45fGrxIKQg+pbhcUtwfyUv91OUOXccmAmjs7EVVXQvmTkpFRY2D6XOVtc1Ykm3Hx6fZ3q8WPTyL9T6n/scsVHKQZaEhEEEAVuZOZnovr3f+tRNGYdXmyqAK3pfvWIDPz3fIJg0pmR4elKobImEVqBbWRbZ1RVXYuk65R4QeRPtiA0EQBEEQhD+qo2xRFOv1HAgRfbg9Xnx49CL35wInjNK/S080otRPfacmQJbUJ4uy7PjHZ7HVuI4gCHle3lWN665OjaokshYONbRhUbY96qwU5LxpE20WfPBIPq792Udc29pYfBobi08P3MfX5mfiUEObbJIvmOLRiIWDORNT8KvvzIXVbBqSXPza/Am44ZfFTNuprHEYtkDT1u3i9sF2ebwGjcaXHH6kcDoeLJymOVll1GJQqN+S09XHvNDgz+IsO3PCmcc7/99umIRlv96lqOCd9/Ptg66x9OQ4/NuNk/BpXTP21DaTHUYYUKpuUGvnE254rv3yGodss1k9GS6LDQRBEARBjBw0RUb9zTgfBnANfE03/RFFUaR26TFMVV0LOgxUGfMEyFobeREEEb04XR7859+PRHoYuiEl8aLB9mn+pNFYk58Je1JcUHV3os2Ca8aPwrELHdzbb+y/j/9u56lB1UX2ZBvmTEjB9IxkjE9NkFW8GrFw8ONbZw1K+vs3VXytrIY9Ga37yK6QmmDDgTMtXJ8xw7gE0iPLp+PRW2YEfZ1HvWzUYlCo3xLPQoOEPcmGzatzuD7D6p3/aX1zSAVv4HCbOnvxu53y1nWRtMMYrvBUN2wuq8G8yaORl2WPumSuUc1m1TIcFhsIgiD8IVsoghj+qI6sBUFYCqAYQCl8ifEPAYwCsAhADYBPdBgfEUGMVjuyBsh6NPIiCCK6qWsePs1apSReJG2fEm1mPHBz9hBvZrfHi8oaB/bXtwAQMHdSKg6caUXNZf6kuD+BlluOThd2nWzCrpNNAOQVr3ouHEj2FblZwe02WJssGkl6f3PLz8+3cX1uyQw7Kusc3MnfYPgncR9cNk32PWqa+em9GMTaEJT33E5IjceOx27mTjCzeOfftXgK5v1iO9d2AbbFGL3tMEayZQtPdUN7Tx/ufG1vVFqB8F77Rt4HWRcbeHoHEMRwgZKrsQfZQhHEyEFL9PtzAG8AeACAG8B/iKK4XxCE6+FLkv9VzUYFQUgGsB7AbQDGAjgO4L9EUXyX8fNfA/DvAOYDMAOoA7BBFMXfqxnPSCbeag7LfkIFyHo28iIIgpCwJ1qxKncKRiVY4OjsRdmpJnyuQjUtEZjEY7Ve4CHOYkJvX2hbjUSbedA91e3xYtPO09hcVgOny6PbeFiRU7xKCwd6VAGxNI60J8dxbTPRakK326vrc0ca48rcyVj/wTHmRPfe2mbkZo5FZU2zLuOQs9WRcHu8+Ph0Ix76w0F09oZuUuqfSOXx4U6wmUNei6wNQVkbaEqsWZqpOgEcyjufpzJBDXrYYahZ9BhuqBF/RNoKRC6xxnvt876fB9bFBp7eAUYwkheEiPBDydXYhGyhCGJkoeVXPAfA33AlV2kGAFEUPwPwNICfqdzuXwGshi/x/i8APgWwTRCEVaE+KAjCj/s/fwS+xPpXAbwEIPL17DGG09WHH/7xYFj25R8gB+KvPglFos2MtGTbkL8l2sKT4CcIIrZwON3YcfwSvnvDJDz5pWvx5Jeu0bQ9uSTeAwXZKJyVAQC6VLywJMUBXzNk6Z7q9nhx75t7saH4VESS4v5IilfgysKBFqRjytI4MlTTzUHbFYB7l2bpmhT3H2OizYJFCur2QHafbMLciaNhT1Ifznzl+vF45Y4F2LYuD+VPFuKh5dOHVBNsLD6FRc8W4543qmST4v74n0sJ6ZyGOm4igO/lZwX9bfCcV8DXQFNg/IHxNNxUQvLOv3XOeCzKvmKxYXRlgmSHoRanqw9LnytBefXQCgT/RQ+na3g37FZT3RBY6Rgu/H+bKzdX4v539mPl5kosfnYnWpzusF/7weBdbAh3Hw6nqw+rNldi9lMf4en3j+HV3bV4+v1jmP3UR1i1uXLYX/NE+JGSq89vPwlHwKKRlFy97+19cBvYR4RQB48tFEEQsY+WxHgigE5RFL0AegGk+b12HMC1vBsUBOFLAFYA+L4oiq+KolgiiuI6ANsB/F9BEIJmOAVBWAjglwCeFEXxQVEUPxRFsVgUxRdFUdzEO5aRztqiKrQ43czvT7CaNCd95AJkSX3Ckpxwujx44bvzsG1d3sDk/9BTX8Chp76Abevy8Mhy+XJxgiBGLscudGDez7fj1x+dwMIpY5Acp34hTfLz9keyXnhsxQykcSqWtdLW7YLb48Xq1/ei7BR/Y0KjkBSvgG/hYNLYwBYl7KQlx+GxFTOY+lS8+yl7MjEv045HbpmO+ZNGqx6bhM1swqO3TB8yxi2rczCWI9H9+7IavP/wEizJtjMnwvyZP2n0kCSuhP/knUfB738uAV/iKd5qCnpO/RPeDxZOC/rbYD2vEjwLDYv7faIrqh348MgFVFQ7dE1KGKnIldCSfF9bVBXS/1xu0WO4IVU3qIldpUrHcCSzQiXWNpWcRmqClWlbPM1m1cC72BDOPhy0IEREAkquxiaswrxwPgsIgjAWLdHRGQDj+v/7cwBfBvDP/n/fDEDNLPwbADoBvBfw9zcA/AFALoDyIJ/9AXwJ+t+p2C/hB0+HewC4eUY65k0ajQ3FpzTtN97qm6j6l4jyqkm6evtw65zxQ/6+KNuOnKljsLmsNuKKSYIgogsRwKaS0/jkdBNWXDsOfztwXtV2DjS04uZflQ4pjZWzXkiOs6D8tAObP64Z4s+tF8lxFqwtqkJ5dfQkxQFfEuJn/30E31o4CTlTx+DOvCl45oPj3NtJTbBi1+MFsJpNIX07efyEAeB7N2fCajZhbX4mHvzDAe6xAcCoODP+Zc54/OfXZssmoxJtFvzmtutxzxtsCUgRwJqifXj/4Xw4XX0oKq/Fcx+y2fSEUor6T955kNTLK3Mny1pzBCJn4aJkS8LDltU5yH+uBA6FpO/YJBvmTx6DRc8WG1bSzmuTowb/5DuPby1PfKeHZUs0o8XqKpxWICyJtVanG4lWM5zu4PGtmmazvPBYKbH0DtATngUhvTz8iZENee7HLrFiC0UQhH5oiXZLARQA+DOAzQBeEgThGviS018A8BsV25wD4JgoioHL9Z/5vR4sMX4TgGMAviUIwk8BTANwAcA7AH4mimJ46/ViGJ4O9wCwJNuOe5Zm4vC5Nuw8fjlkABCMe96sGrTf9OQ4FMxM59qGv/pEbrK4Lj9LcwI/kKy0JNQ0dan+3gRBRAcHGlpx4lKHpt+yku+gZL0A+BJUD7970JCkuJR0+LSuBbtO8ic7w8Gf95/Dn/efQ2qCFatu9Nlg8CYS27rdePKvn+GT046QSU7eRdbPGtqxdFo6xiapU/l/Z+HVeOab14Wc5Pa6+VRGn59vH0hWPlAwHWWnHEwLH0pKUdbJezDOt3Zj6XMlikmnUXEWbFw1D0unpcseE//fhloSbRaUPbEM64qqUB6QoBcEXxWAxSxgU8lpQ/1CJfW6kQtS3865WpVvLU98Jy16rMnP0nPoUcUDBdk42NCqOnY12gqEJ7GWYDVh7qTRqKwdeu0vzrJjcxh841kXG1h7B+gFLQgRkYCSq7FLtNtCEQShP1qe+k/B1xwToii+IghCIoDb4bu/r4fP1oQXO4Aamb83+70ejIkA0gFsBPBT+FTsywH8GMCk/rEFRRCEjP7P+xPa2HIYcrGdr0TX0dU7YBfwSmk13qqoR2NnL/d+AydrjZ29eG/fWVhNQJ839KRAUp9Ik8Wi8lo4uq7YwaQl2XB73hTcNCMNu082cY9PjsJZGdi0aj5eK6sd8r3Tkm0YFW9FbVOXLvsiCMJ4tFaU+JfGriv6FL++bS7+fuD8kCZf9775aUj1mpYx3J43Ge9U1huyfT1p63bj5V3ViLea0MOZJAaAvx+8MORvgUlOACg+dplruy/sOIl3Kuvx3RsmISXegvYe9vJ6m9mECaPZ7GF4rQREAO9U1uN7N2XD7fFi4ZQxqKh2KD4fx4ZQivKq6QN5//CFkNdyR28ftuyuxbKZ4xTfp5VEmwVb1+XJNtfbUlY7kLALVdL+0PLpmsbBol7XwiPvHoQoArtO8jUF47VgMdovPdJojV1DiTG0Jn55EmsOpxsPL5+O1yblRLSxpNJig/Rv1t4BekELQkQkoORq7BLNtlAEQRiDqkip3+t7LICBmaYois8DeF6HMSmFLkqvmQCMArBSFMV3+/9WIghCEoBHBUF4ShTF0wqf/z58yf4Rjdvjxc7jfAkEqaQ3mF3Alo9rUdrf0VmNGo0lVyKpTwBgbdGn2CWT+G7qcmFD8SncNCMNjy6fjnf21A+acCTazMxJMXuiFXcvycSa/EwcamjD9HHJeP67cyEA6OztG5gUAcAL20/iJfKOI4gRR+nJJuSsLx70t/XvH8OoeDPae/S3dPJPOiycMga/3aFvdYyR9Li9MAmAVwcBvX+S88WS0zjU0KrKJqSx37+XF5fHiw3Fp3D4XFtI9XHO1DHciwIvbD+Jrl4PDja0MlUEzJmYojgGrZPxi+1sycRwKjETbZZBia1wl7Qrqdf1oNTveuZJ8vP6n4fDLz0QuUUNI68Z/9h1T40DD2zdj44QC2FyYgwe5T4rahJrgdd+uFFabJCzUgoHtCBERAJKrsYu0WwLRRCEMaiNNAX4FNn/iiu+4nrggLwqfGz//zbLvOb/2asAfBTw938CeBTAAgBKM9yXMNTbPBvA3xU+M+x4ubQa1Y3sCmc539LAkujcLDteKa1GUXkdmnRWTwWqTzbtPC2bFPdn98kmLJg0BhVPLh9I4CfFWfDDPx5Et8sTMnmfmmDFzv+vAEXl9bjpVyUhJ0KP3zoLVXXN2FvXou3LEgQRNgT4+h4IEBR9W3kRAd2S4oFKZnuSDYWzMnDTzHTsr4+9+41XBK4enYCzrd26bE8A8PvdNRHrK8GiPraaTcjNHBvyueVPt9vLZQm2+2ST4jjCNRkXxStq93ATiZJ2OfW60+XB25XsTWC1IJfk5/E/D+VLrzdOV5+sT/36D45hUZYdWwy2ArGaTVg6PR3r8rOYrUAA4HtvVaHkBJ9yn5VYTazJCWX0UtGrIRYWhIjhByVXY5dotYUiCMI4VP2K+z3AL6r9vAKHAVwjCEJg5Htd//8eUfjsZ0H+LsWqinIsURQvi6J41P//AIwomS9rB2Z/WDrcSwHyb/9tnqbxAT5Vtz9pyXF4bMWMgXL5zWVyTjxD+X3/+xZl23HrnPGwmExoChG4SLR1u7H69U/x/PaTcARMtBv7J0K3vVIBp6sPbo8XG4tP4fTlDqZxEQQRHYjwJSB/f9dCvHFPDhKs0Rf0vnj7Amxbl4cXbpuLuVenoNPVhz/tO4sf/OEAXoghtbg/HT19uHW2PnYbIrRb42hBSky6Pcpq8I0r5xs+FqVxSJN3nme/Wl7YfhIbi0+FPCasuD1eVFQ78OGRC6iodgTdbiRL2iUF75NfuhZLpqXptt1Q+Cf5/ceyKIst4c8S3+mF09WHpc+VoLx6qLpeFIHyagfynyuB08VuaaSWBwqyUTgrAwCG/Cakf0tiDJbGmNICmRpYf5sCfMKMaEusSUKZW+eMx6Jse8SSRytzfX0sWAj3ghAxfJGSq6HmlpRcjU54ngUEQcQ+Wu7A7wK4S6+B9PM3AMkAvhXw99UAzgPYo/DZv/T/778E/P1L8CXFP9VjgMMZSVHFWvGbEm/h6nDf2at9QpNoM+PtNTfilTt8CaHyJwvx0PLpsJpNqKxxMCdBnC4PfvyXzwYm0byT4IMNrQCCl2QfaGhFztM78IUXduP57SfR4jR+MkcQhP509vYh3mJBtwr/ayNJspoxPSMJG4pP4od/OoRDZ9tVeXRHG209bsy9enSkh6ELcolJOVITbMjLGqv4Hq00dvbi49Pytiusk3c96HZ78fz2k7jv7X2akuPSovOiZ4uxcnMl7n9nP1ZursTiZ3fKJt6jRXkbCUVvYHyzZXUO7EnK47Ar+NKzLkbwsLaoKqRPvaPLhXVFVZr3FQrJCuSxFTOQljy4+W6gGINFTMK6QBZsLCMpsWbEtQVE74IQMfyh5GrswvosiPX7LkEQPrQ8+Q8C+K4gCDsB/BXABQTkCUVR/CvPBkVR/KcgCNsBvCwIQgp81icrAdwK4A5RFD0AIAjCa/Aly7NFUZS6i70B4D4ALwmCkAaf1cstAB4E8JLf+4gg8CaHn/76HK7gUY8JYVOnCxaTCbfOGT/kNV7rgL/sP4cWpxuv3rnQkMmq0+0ZaLwZjoQDQRD68z+HzqOjxx36jWGmy+1B3rMlkR6GIby0a3gVa7E8W1+/+wZDmzUCwL1vVGFRtrwlhVLDPIl4iwk9ffokqrQ0uXR7vNz2FVpL2pV8r3maLrKOQ08C4xsl/3NB8CUGN8tcI0Z5aTtdfaiocTC9V41PvRrPchYrkIpqR1jseaKxmaXeGOnTLsHSEFdpQYgg1BCNnvsEO9FmC0UQhHFoSYy/1f+/EwEUyLwuAjDL/D0U3wTwSwC/gM9b/DgGN9RE/3bN8Ft8FUXRLQjCCgDPAPhJ/2drAfwY+jQFHfYkx/FdDqEUR4HoNSEMnmTgLwSXJuf3F2SHfbJKEET088Hhi5EewogjVOO7WINl4XVQsrLaYchzSMQVS4qyJ5YNSg4qTd7Tk+MwfVwyyqvZkpcsaGlyyWNfISXe1fqFKvle52aORc6UsXj30zPMyTzWceiBkm+tnP+5UtJYzWIEK9v2nGFuTiqKvvezNJfUw7M8sGeOP+Gy5xnuiTUjry1/1C4IEYRWKLka+yg9CwiCGB5oefov020Ufoii2Angkf7/C/aeuwHcLfP3ZgD39/8fwQnvRJz3/XpNCM+1dMPt8Q4JJhZOGc29Lf/JebgmqwRBEMTIgMX3119x/IPC6bhn6RSsLdpv2JgkS4qt6/IG/T3Y5H3upFTc9KuSoEpyNahV0fr3Qgml/A5MvPMqbyXfazmLD1EEKmuaUVkztCd8qGQeyzj0gMVeQ/I/D4WaxQhWLnf06P7+UOcu2AIRD+G052FJrPFULkQTRl5bgfAuCBGEnlBylSAIInpRHQWIorhLz4EQkaeL0wOc9/3A4AmhWp5+/xhe2VUzRJGVm2VHos3M1WzNf3Kux9gIgiAIQuLfbpykmMiSsw9IS7Ih0WZGt8tjWAVTMEsKueSa1H/ECHhVtKxjkUu8S8rbjTtO4fWPa9HlvhIryClvWXyvg+0bCJ7MC6UAvj13Mg6ebUVpv4JWLnG+dLode2qa4fYEv0KsZgF3LZ7CPf5AtCxGsJAxKp5rPKHe7/Z48cUXdjN7lgcuELGi1Z5HDXKJtXDYkBiF0ddWMFgXhAiCIAiCGBnQ8jgxQDjUL/4Twld2VaOLI4ntj5wiy2o2YV1+FjYUn+LeXlu3C1azCZtWzUfO+h1cyXWCIIjhgJ5qVcLHlrIa/G7n6YF/S8mqtfmZeHDrfln7AEeX8ZZegZYUSsk1IxuD8sYRvIn0vbWOgST/tRNG4YF39g+x1hAAZGckYU1+5iALFVbf62AoJfNCKYDdHq+idcYn1U2KSXEAcHtEfP+d/aoTvxJaFiNYWJk7Ges/OMZkpyIIvvcHw+3x4t4396KhpZtp32o8yyWsZhNuz50SMuYUAdyeNxlWs0l3pXK4bEiMQsu1FasK+ViGlPYEQRDEcIWeZsQAkvqFJUhlKQ8PhjQhbO9xY3NZraptBFNk/aBwGg71K614kCbn++tbKCmuIzazCS6PPs3aCIIwlrTkOCybmY4/7Tsb6aEMG7rdg+9/jf3Jqr8dOBe0OXO4FicONrTgwyMXkBxnweayGuw62SSbXPvHZxd037daFS1vIv2FHVeSlsEWfkT4bFH8rTV4fK+DwZIoDlZar5Q4d3u8eH4Hm+0bT+I3WKLRaC/tRJsFi7LsTB72i7Psit/l5dJqlJ1iX9Dg8SzXgsvtxarNlZr8zuUIpw2JEai5tmJZIR+r6OHXTxAEQRDRDD3FiAF4PMBD+VaycFUKX/msHIGKLKvZhM135eDFktPYUHwq5MQ2cHL+x08bNI+J8JVwP1gwDd+7OQuHGtrwn/9zBCcudUZ6WARB+JFoM+PVOxeiq7dvIBEGADtPXKZGxAYjJcUjyT8+u4h/fDa4uWy4kvQs/tdyaGniHer9/tYavL7XSqhtugjIJ87fKq/TtVllqETjgsmjucaspppwy+oc5D9XAoeC/Yk9yYbNq3OCvi7ZcvCi9ly7PV5s3VPP9N6Xd1XLL8po8DuPlA2JnvBeK8lxlphWyMci4fDrJwiCIIhIQ1EDMYgHCrJROCsDAIYEndK//ZtTaWFl7mQIgTvhxF+RJWE1m/DoLTPwcGFodYwI4PbcyQOly7tO8inNCXncHhEHz7bCajZh7qRUnLxMSXGCiDacLg8sJhNunTMei7LtA4uLdy2aSklxBSaPTYj0EKKWby2YiE2r5mP+pNEAhsYREnMmpmD+5NFwc1YUGX19SgprXt9rJbQ0XZRDz2aVkhXH89tPwhFQLSglGrd8XIu0ZFvQcykhQH01YaLNgrInlmFJtn1IXCgIwJJse8jEm1ov/GDn2u3xoqLagQ+PXEBFtWPItcqzP9ZFGR6k/YfatlycHC1IC12s19andS3MCnlCH1h6Lai5fgmCIAgimqClXWIQoZpCSc2pAKCi2qHJ24+nfDYUcoqsHxROw+Fzbdh5/LKiouadPfUwmQTMnzwa7T38DUUJeUpPNOLFktMYFWfRXJJOEIQxyN07HyjIHmT1QQxm5Y2T8dyHJyI9jIgRrCFk4awM/Ne3rofVbMIXZ18lG0dI7z1yrh13vLYXack23LVoKpf9gZGNsiWFNY/vdTD0bLrob3PCa/emlORnseIoPdGIRVlj0dTZrLgffy9tNSTaLNi6Lk+1j7EaZb6cZzmrVUdzV2/g5jTB63dutMVNOGCtVJWurXcq62NaIR9r8PRa0OLXTxAEQRCRRpenlyAICQDGArgkiiJlFmMcJW9LALp6+7GUz7Igp8jyT/IXldehKcg+HJ0uPL/9JOZMSNE0BmIov91xCjMykiM9DIIgghBMzdoehUmUSCMlOq8ZPyrSQ4kYX507HhXVzUEXzaXnv9Vswv0F2Zg3eTQ+rW3G3w+eR32zc0hCq6n/+buvvgVbVucwxQ9WswkvfHcu5v58u55fbYDLHT26LNyrtYvxJ1iSlhWlZpU8VhwHG1rZdsixkBDM0zzRZlHl+a1GmR/oWc7TzJK3l00oeP3Oeb+v3pULeuG/0KW06LZwyhj8dodyo1NAfRNYYig8vRbC5dc/EqDGsgRBEOFHU2JcEIRlAJ4BcEP/n24EsF8QhBcBFIui+FeN4yMiSKC3Jc+EgfUBnmizYOePbkbO+h1we9RJs9KSbEEVWVKSv88rYkOxfEAt7fXI+XZV+yeUIRsVgog+/NWsgQrN7IwkOLrckR5i1CElOnvc0dVQWABgT7bhhe/Ow8enGvHqbnVNrVlYeeMU/Oa2eYqTdjXJ3F0nG/G74lP49y/MZHr/n6uMaxArKay3rM5B3jPF3JVk/sk8LbZzSjEXK0rNKlmtQEQMbSIbjK17zuDBwmmKMaBRzRN5/efHyniWszazfHHnaZSc0L9igccmh/X76lm5YASslarFxy5xbTcaFfLRjFwyVk/bJiI01FiWIAgicqhOjAuCUAjgIwBHAPwawON+LzcBuBsAJcaHEawThldKq/HQ8tD+3hKfn+9QnRQHfJPPUJOwrXtCl18SBEGMFEQAack2fPV3ZTh+qXOQKkxj6wddsJiAvujKP2N8SjzW5GfiUENbpIcyCBHA6kVTkT89HRaTyZDEuH9yTa4hpISWZO7Lu3yxA8vE/0K7MQkYf4W15HvNu3A/Kt6CL86+Cj//2mxNSQylmIsFpWaVTlcf/rJP/2bjoZS6RggsJHgayE8em4APH71piFqcVUH/xid1aOvRf/HQ3/YmlKUMjw2J1soFo1GqVJXGPVwU8tGGUjL22gl81VF69mYYaRh5byQIgiBCo0Ux/gsAH4ii+DVBECwYnBg/BOAeTSMjogqeCQOvt59WVcdNM9MVX1fbkEmJL113FZy9Huw/00K+5ARBxCTHLnbI/j0aFhB/UDgde2ubdelBoRcX2ntw++Y9uGfJVKQmWNHWHR2qenuSDWvyMwHwq2ZZ8U+uySXsrGYTqupa8Ic99aqTuW6PiC1l1chMS1YsH3d7vCgxwF8cAPIyByusUxNseKhwOlOy1WYxwdXnRXtPH97bdxalJxoHVH4AuErjWWMuOQTBpxTfvDpniFrc6erD2qIqVNQ4DOv9oRTTGSWwkFCy5ZC4aUYaXlt9w5Djz6OgNyIpLi3KBDtH6z84hkVZdmzxO6+sNiRaKhfCidKi23BRyEvoaZehdluhkrG7TrL76CvZNhGhMfreSBAEQSijJTE+H8B3+v878B7eCCBDw7aJKINnwsDr7adV1WFPilN8Xe9yytEJVnx8qhHtPVcaYKXEW3Dt+BRU1io3pyIIgiCUmT9pNB5cNg0PLgPWFH2K3SebIj2kAQ40tOLAuwcjPYxBOLpceK2sdkBtzaqa5aFwVgbuWjwFqzZXDknYPf3+MVjNgqbKL4nnPrwy7mDl4y+XVqO60ZjGsFaLALfHO7A/t8cLj1eEzSzAFeL7uQJKHCSV398OnENHj5urNL6yxqFqQX96RjL+/MAi2bjK6erD0udK0Kyxp0sogsV0RgosJJRsOdJDNJCPtPXG4ixfzBzsHIkiUF7tQP5zJSh7YhkSbRbF7zs20Yrrrk5FVnoS3iqvY25iGq0MF4W8nnYZWrfFkoxlRcm2iVAmHPdGgiAIQhktT7A+ANYgr2UAkJeiETEJ74SB9f1ujxeVNQ4IArjVS6yqEL3LKVtlVIIdPX2UFCcIgtCBVf0KZAD4Xn5WVCXGo5WNO0/hrsVTkJpgY1LN8pCVloRfffs6LPv1rqBJVT2S4oHIlY9rUVKzsPtk04Aij8UWxiQA3iADkf5c2zQ0iR+sNF5KdG0uq1E1/lOXO/FWeb2sonBtUZXqpHiizYxul0eTUtdIgYU/ahvIF4SoPgwkNcGK9m53yGMyNskKEYLisZdsb1jOkaPLhXVFVdi6Lg/A0O/b2NGDV3fX4PML7Sg92YTS/vunnOI81oh1hbyedhlat8VzLw31HiXbJiI04bo3EgRBEMHRstz4KYA7g7z2bQAVGrZNRBlGePtJQd2G4lOqSnpZVCFujxd9Xi9GxRs7CYgG6wGCIIjhwP/3589wwy93oKmzB529sWdVZU+yIsEaXjWX2yMi/7kSOF19AyrSx1bMwNjEYPoFdmqauvCNF8sNVxoHElg+DlxJIKh55goMpueSIk9KUIeyhQmWFA+F3HeTYqLnt59Eh0qLNv/x++N09aGihs+WSDpchbMysC4/K+QxDxWTGSWw8Mft8aKi2oEPj1xAVV0LcqaOwa1zxg8kkaTj6whIQjV19uK9fWdhMwshvfEF+BLpdy+eynRM7l6ciY+fWIYl2fYh16AgAEuy7Sh7YhkAMJ+j8hoHnK7B14jVbMLcSan4z398jqPn24fE1f6K88DPxgr+97a05MHVomnJcXhsxYyo9mDmscswels891IRwOwJKYrXb6wutkQD4bg3Etrwf7ZUVDuGPGMJgoh9tDzF/gvAR4Ig/A3AW/A9N3MFQbgXvsT4Mh3GR0QJRnj7+Qd1PLCoQoKVFxIEQRDRT2NHL3LWF+OrcydEeihMpMZb8Yuvz0ZTRy/GpcajoblrkC1IOGjv6RtQkkoq0jirCc98cFzzthtaunUYoXqk8nG1CYHbb5yErXtDN5uUFHmVNQ5DlekS/qXxamMif+QUhW6PF89+cIxbgJAWYD1y+FybJqWukc0TWSwlWBKJoexypPdKx4X1mFjNJmxdl6fYUPO1shrmcySKwLY9Z7AmP2vQ39UozmMNlkad0Yiedhl6bIv3XvpQ4TTcNCNdsSEsoQ5qLBu96Gl9RBBEdKP6aSaK4g5BEFYD+C2Ar/X/+UUArQDuFkXxY82jI6IGvb39tJRD+0/WgpUHhip/DgdGT6gJgiCGO/9z6Dxs/f7V0Xw/betx42d/P6pbQ061zw9JSSolKxyd7M3Tohkp2as2IdDCeV721+vftFsOKZH9yelGvPZxrW7bbet2aRIIfOX68Xjhu/MGxVjBvKxDxWQSOVPHINFmhtPlCfoeiUSbmbl5IoulxP4zLTh8tpXpd2Uzm+DyeJmS3bzHJNFmGZLMlrjc0cP0fYO9n6cqIPA+EYsoNeqMRvS0y9BjW2qSsUrXL6Ge4dZYdrigp/URQRDRj6aISBTFdwRB+AuAxQDGAWgC8IkoisZ0RSIiip7efqxBncRPv3wNJo5JYFKFsJQ/G81X545HRXXzoIkSQRAEwQ+LijMa0JIUT4m3oN3PPiMtOQ63503G2xV1cHSxbzdQSZoxKl71mKKNtm4Xll8zDmnJNu5Ebye3NUl4l9Xvf2c/etz6lWYnx1k0CQTmTxo9JM6KVqUuixK8lEOJ7/J48Z2FV6P0RGPIZLeex4T3txr4/m17zqhWnLs93qg6p8MRPe0y9NgWJWOjh+HSWFYt0Xr/4bErkuvrQRBEbKFZKiCKYjeAYh3GQkQ5atQxweAN6iaOScCtc8aHfJ/RjblYWXnjFPzmtnmoqmvB3loHXthxKoKjIQiCiG2CqTiHC/Mmj8b38rPQ2duH1AQb5k5KxaGGNlRf7sQ/PrvAtS1/Jem3c67G+vePDYtjlhRnYU4gBHL91an4/EI7cxJo4ZTRWobKjV5JcQFASoIV2/aeUS0QEARgZe7koK+rVepW1bUwqcUBwOnyMDWYMyrmW35NBp755nUhkzVK1ii8rMydjPWMljdy50iN4pxsAsKHnnYZemxrpCdjo41Ybyyrhmi+/+hpfUQQRGygOjEuCMJNCi974bNUOS6KYmx2eCFk0UsdY5SfGq8SXW/8lRXS5FHPJikWk4A+td2+CIIgYhRJxfnBkQvo6mVLrsUSu0824YYpYwe8ph/atl/1s8yeHDdowjlcnhger4iKagey05OQnZ6E6kb24sSUBCtuz52CDcXKi9QigNtzJyM3y86kpow2RPgqF94/fFH1NhZn2Q2x2DCiwZxRMV9qgm3QAkCgovHaCaPwwDv7UVHjGJTIXv/BMSzKsmPL6hzuY5hos2BRlh3l1aHtUOTOEa/i3J4cRzYBYURPhbZe2xqJydhoRU/xWSwQ7TYlelofEQQRG2iJfEsRWqDRKQjC86Io/lzDfogoRKu3n1ElfJHu1C2nrNCrSUpynBmdwzAhRBAEwcLyazKQmmDBlo/rIj0U3REAFJXX4dO6Zuw+1aRpW5PtifjOKxU42NCqy9gAYNKYhIg34Hxo2wF0cFui+Hjmg+NIibNgytgE1Dcrf4+DZ1sBgFmZnpmWhNqmrrBWMxi1L3uSDZtX5+iqhJYwQhChd8wXGHMGUzQGO/6iCJRXO5D/XAnKnljGfcy2rM5B/nMlcCg00JTOUSC8ivP27j6yCQgjeiq09drWSEvGRjvRaldlBNFuU2LEQi5BENGNlij3XwH8DsAJANsAXAJwFYCVAGYC+BmAfAA/FQShWRTF32kcKzGMMKqELykuso2E5JQVrIsAoRiOKkmCIAhWUhNsGJ+aEOlhGIIIoKnLpTkpDgAP/+GArr7smWlJeO/+PHzxhTLFhJ3RqE2KS7T39qG9N/Q2Sk804pXSamY15aZV8/FaWe2QxJLVJMBtQIXXkmw7Tl7q1LWHiSD4VMgbVs7D2qIqLiU0axJ97qRUCAKYE7dzJ6WGfJ9ewgMJ/5hTSdEY6is4ulxYV1SFrevyuPafaLOg7IllWFdUhfKAcyCdo81B1Og8ivO8TDve/fTMsLMJaOt24dcfncDF9h5clRKPH31xpu7XiBb0VGjrta2RlIyNFWKtsSwvsWBTYlRlezgwYmGbIEYCgsjaqSXwg4LwOwCjRFG8W+a1IgA9oijeJwjC7wHkiaJ4vaaRRgBBEGYDOHLkyBHMnj070sMJG8GaYKhpjqH0GbfHi/ve3hcyqGMto3J7vFhbVIVdJ9mbLOlFWpINqxdPDfrw3lh8itsTlSAIgvAhCMDDhdNx79KpmPeL7cxN5gh9KJyVgRe+Oxfff2f/kIQdAFhMQJ9+vSMjigDAnmzDC9+dh/ZuN0pPNKLkxOUhHqiBakr/eCfOasK9b1TpruqWYiLAV+rt6OrFT/56eFDjVl7uzJuMJ790DQBg6XMlaA6hVpaU0E5Xn2wSXRAgm0SvqHZg5eZK5nFtW5fH5DG+6NlipupDe7IN105Iwe6TQxef5GJOrXGbIABHf/5F1QkJNckNp6uPSXH+69uuxz1vVDGPheVcAJFrotfW7cJXNn4sW9UyaUwC/vfhpVGTuHJ7vLIKbbl7Sji3RRDhwohngd7wPFvSkuNQ/mRhxH9rvM9kghjuHD16FHPmzAGAOaIoHg31fi2/ju8CuDPIa38A8A6A+wD8r8L7iCgiWMloWrINM8aNwomL7XB0uQf+rtQcg7Whhp4lfC+XVoc1KZ6aYMXNM9LwnZxJyMuyDxpn4IRm9eIpA8oONcRbTOiJQNYhPdmGxgh6thMEQQA+lemG4lM4fK4NuZljUVnTHOkhjSh2Hr+Mt8rrsXVdnmzCbn99C+54bW+kh6kLIoCmThfu9Ps+aUk2fGfh1bh5ZjrsSXGyCT9J5edbpP9U16S4xSTgB4XT8OCyaQP7XZRtR0W1Q3VSXJrQ/+xfZ8NqNmHV5krFpDjgU0Lf88aneOOeG4Im0eXsRNweL/6wp55rfCyl6TzVhzPGjcLn59tlX7cHiBv0aOopisC2PWewJj9L1ecTbRbuz7IqzndzxsqhzkUkm+i1dbuQs34H3EGqZBpaupGzfgeq/uOWqEiO66nQJrU3EYvEgk1JrDWndbr6uJ7JBEEMRcsvIwlAepDXxgFI7P/vDgDUgDPKUW6C4UJT59DSzGDNMXgbaugR1Lk9XhSV13J+a3XMmZiCH986C7kByXAg+Grt+g+OITdzLL503VX4QEVTrJlXJePQWfkJnZFQUpwgiGhi5/HL+P7N2Th1qTOith4jkZd3VWNNfqZswm64nwtHlwvv7TsLR5dLsYpNin92yaiStdDnFWEWhCH71ZIw8J/QO119qKgJbcEBAHtqm5H7THFIaxvJTuTNe28ciAl5YE1islhK2JNsKK92DIlJJeZcnTpIiKFXU8/LHT2at8FLos0SdAFLSojoaRMQ6SZ6X9n4cdCk+JUxivjX332M3Y8X6r5/tehplzHcrTeI4UWs2JTEUnPatUVVTAvbaiy+CGKkoCVC+QTA04IgzPT/oyAIswD8AsDH/X/KAnBWw36IMKDUBCMYgc0xWLYV7DNSUHfrnPFYlD004ayE2+PFT/56eJCaXSuJNjPSkgY/iNOT4/DYihn42/eXYOn0dNmk+NLnSlBePbTMXBSByppmfKzSP3b14kwIwWZ0BEEQI4iXd1fjtpxJyMscK5voMpvoZmkETpcHX/3dx/jfz86jotoBt8cLp6sPqzZX4pF3D+q+v0SbWfdtqiVY7BKIf/yjJ5LXqtszuHJMTcJA+nX4T+i37TnDZU/E6vdeXuPAhh2nuI6JAF+8xdp0Xao+fGzFDKQlxw16LS05Douz7QMLN8G+ouQrL6GXQjFjVLyqz7k9XlRUO/DhkQsDvzVepAWsJ790LdbkZw1SCUq9b0LdKVnOhZqYXy/aul3MTYHPNHdHRHmqx7kkiOGEnvcfIwn1bHlsxQzDFvx44FnYLq9xwOkivSpByKFFMf4ogN0AjgqCcAS+5pvjAMwB0NL/OgBMAFCkYT+EwWgtGfVvjgFA94Yakmdhc1cvLrb1YFxq/EApMwBVSqRQPHBzNreKnWW1tr2nD1azEFLdEsj41ASyDyAIgoBvofHlXdWwmARZBY/HgIaHhI/TjV34wR8OAPDZrHX1etDtNqYxtNMVfQ2nlWIXPew3giECaOzsRVVdyyBlqJRg4FE325NtWL1ocE8Uo5TNogi88Ukt1zFRU5ouVR+uyc8cpJL+ds7VWP6bXdwxqR4KRUEAVuZO5vpMuCxJ9LIJiHQTvV9/dIL7/U9//Tqm92ptYBdJexmjoKZ+hB7Ekk1JLNgV8Sxsa7X4IojhjOqnmSiKnwuCMAfAvwO4CT5luAPAbwD8VhTFC/3ve1qPgRLGobVk1H/CBoBpW8Emef5IQWVRea2sGlzyPi+vZlslDSRUWRRPaSLPai1vUjwt2Ya5k1JhNeujgkyymdEVhQkHgiAIHvoCEuCUDg8velhNxBpKsYte9htKBCperWYTls3MwHv72AszX/juPORPH+yEqFbZzAJvvKGmND1YEnJj8Wm09YSuJgw8r9KCQ6jGa0oszrJzJ1LDaUmih00A6zXPEvOr4WI734IOy/uVLBFZG9hF2l5Gb/Q4JgThTyzZlADRbVfEu7AdCYsvgogFND2NRVG8KIri46Io5omiOL3/f5+QkuJEbKBXaWFbt0u3hhpSUPn89pNBLVKaOl3cSXEBviZaj94yXbYs6tFbpuOeJVNRfOwSV8kjbxkyDzPHjcKWslqUnVK3ABDI1LRE/ORLs3TZFkEQBEGMNPxjF8kqofTEJcP3K6dkLpgZrN2PPF29Q8uoV+ZOjgq7tq9eP547WTgoXgxI0rIkxQe9v/+8SopGtWGdPcmGzatzuD4TbksSPWwCIt1E76oUvgWdUO8PZYkoNbALtCIItEvZtPN0xOxl9EbtMSEIJWLFpiQW4F3YNnIhnCBiGVreJXRraqFmO8E+Y5RPpwhg9eKpeGj5dDy4bNpAWVRynAWf1rXgncp6/HbHqYH3s5Y8Grn6evxiO45f1K/x5tHzHbh5hn5+7ARBECOdialxON/WS6r1EUJqgi2oStkIBPiSBXJeq2OT4oZ+QIFzLd348MgFpCbYcO2EUfhz1Vlc7ujBlLGJqHM4dRqxD15bmZW5V8rm5WwbrGbTkHJ2NT1yguEfkyopGoMhCD6l+GZOBW2kLEm02gREuonej744E29XnmF+/yO3TEdFtSPo9+RtYBfsHsCyyGSUvYzeUFM/wihiwaYkFliZOxnrPzjGJNBTY/FFECMFrsS4IAg7Od4uiqK4nHM8RATQWjIaOGFj2ZbSJE+aIBiBf1mWVBalR8mjkauvejYVlXjzk1rdt0kQBDFSOd/ei4mjE3C2la0RHBGbSLHL3EmpQeMGI1DyWuWJ4QQBePr9Y4aMUY68LDtOXe7gigmD2TY8/f4xmE3CoB4Cack2Xbzo5WJSSdH4Smk13qqoR2Nn78Br6clxuGvRFNy1eMrAwoIWz+VIW5KotQlg9bhXivm1kJpgw6QxCUwNOFMSLLj1t2VB/b7dHi9XA7u2bhceffeg7D2AJUFl1LnUEzVN/chSheAlmm1KYoFEmwWLsuxMVfS8Fl8EMZLg/WWYMFjMMBPAVQDqAVzs/+8pAC4A4OuIQkQM1iYYwQicsGltqGGUT+dtC6/GL7953ZB98pQ8PrR8uuy2eVZrowGnm80ihiAIggiNKIKS4iMAKXbZUlarm0pZCRavVZ4YLpwxij3JhtfuzsGWslrmmNDt8WLpcyVBFaqBjXX1ihWDxaQsikY9mpiFy5JEamavVZkpbcfR1QuLKfTSkJFN9P734aXIWb9DsX+PAKC9u09R/JKXOZargd3D2w5g18km37/VDR2A/vYyekJN/QgiNtiyOgf5z5XAoVDdocbiiyBGElyJcVEUC6T/FgThVgCbASwRRbHC7++LAfwRwK91GiMRBlSVjEJ+wqa1oYYRQWJasm1IUtzt8WLTztPYuPOUwid9hCp55FmtJQiCIAijSE2wIsFqwsX23tBvJpjwj13W5Gfipl+VcNuEqCGtX5kcym5hbX4m/nbgHGqbugweUWgC7UR4YsLVr+8Nadug61gROiYFjFc0Gm1JEszyg9UuMNR2QpGVlmRYE73UBBuq/uMW/OvvPsaZ5qGLkykJFrR3+/yvlcQvHZxzjz21zbrcA/S2l9ETaupHAPK2VqQ6ji4SbRaUPbEM64qqUB5QbaXW4osgRhpafh3rAfynf1IcAERRLBcE4ecAfgngAy2DI8KHUsloWrINM8eNwomLHWjym7AEm7Apbyv0JM+IIHH1oqlDkuJSGTQLLCWPLKu1BEEQBGEUqfFW3Jk3BZtKTkd6KMMK/9jFqKo2Kck2f9JorM3PxNikOCZFr9vjxYNb90dFUjzJakb5TwoHxXFSTLix+BRe/7gWXX7WJ/7HlcfKQi9YFx4k9FJcB8Jqh6PGkoTFLnD75xfx+K2zkJdlD/p9lLYTivZuY/vapCbYsPvxQrR1u/Drj07gYnsPrkqJxyO3TMetvy1j8m7//GIH1z57NFZeGmUvoyfU1E9/jLqHGEEwW6v1HxzDoiw7tlCiNapItFmwdV0eLWQQhEq0/EpmA2gI8toZALM0bJuIAKFKRnke5loaarB6FoZCSQmktrmnkpo91GptarwVrQZPDlgQANiTbWjucsEbxrJqgiAIwliunZCCdz89ExY180jgvpsyUTBz3KDYxSjrA94krYRRzcoBYIo9EfUcDTm73B58fr5jkIAgWHJFAJCdkYQ1+Zmwmk14q7wurFYv8yeNxtZ1uUwJA70U18FgtcNhsSQJjNUraxwh7QIPn2vHna/tVfw+WpqcNnW5wuKlnZpgw9Nfv27g3xXVDmbv9q5edq96Pe6vRtrL6AU19dMPo+8heuN09QW1tRJFoLzagfznSlD2xDJKukYZiTYLWRoRhAq03MkuAfgWgP8n89p3+l8nYpBgJaNqSknVfobX83xJth0nL3UyqdOl5p5qAttQavbA1dqL7T3ocXvQ1OnCP49c5NybMYjwKeg7evrw+7KaSA+HIAiC0IlwK26HOwUzxw2JYYyoaktNsGLX4wXcCQYt8QwLF9v4ffP9Fw7aul3If64E7T19Q94nAqisaR5IroTbhuFAQyteK6sN2jtGQo8G7SxotSEMlngTOOTdjUG+jx7XWSS8tHn3OXNcMk5c6gz5vtkTUnDkfLvaYQEACmam62YvY5QKmZr66UO47iF6sraoKqStlaPLhXVFVdi6Li9MoyIIgjAOLU+wlwD8lyAIYwH8AVeab94O4BsAntQ+PGKk4j9BCEXhrAy8eudCAGAKDNWUQfOWPFrNJnS5PPjbgXOGlFwHIyXegkljE3FUJmCXm1j98dMzaJOZsBIEQYw0Jo+Jx5kW8kgNJ1aTAHcUli4pPfPnTkqF1SwoNvvjpa3bjf31LTCbTFzJLaNsXSR6+/i/Y2qCbSBJ+7udp0IeJym5UjgrQ+0wVSHXO0auBF2p0Sprg3YWtNgQKiXe1Kjwdx6/jJW/r8C/zBmPlbmTcaihTfN1lhQX/qQp7yLWk1+6Bo/96VDIBnZb1+Vi+W92hbS+UWLe1aM1J0HDoUKmpn7aUaq20PMeohdOVx/zInt5jQNOVx8tihAEEfOovouJovgrQRASATwO4Jv9fxYA9AD4pSiKv9JhfMQIxX+CUFReN8jbXCIt2YbVi6YOmiiwqNPVqFZ4Sh61+DBqZV1+Fu4vyGaeWO1+Yhlu/GUxevu0eSUSBEHEKiYByMuy4+CZlkgPZURhT7LhtpxJeHlXdaSHMgQRwO25k2Wf+VvKanVNiks8sHU/OvwWqoMlt5yuPrxTWY/PzrbB0RldCzkJVhPmTkrl6uEC+JIrG1bOY7Zt0AP/3jFzJ6UG9dK1mEJHcqEatLOi1oZQi81JMKrqW1FV34r1HxzDjIxkzdsLdzwM8Hu3L5mWxtzAjreyNXB/W/ecwYOF01RfL+FSIVNTP22wVlvodQ/Rg217zjDfh0XR936y7iAIItbR9BQTRfE/BUF4AcBiAGMBOABUiqLYqsPYiBFO4AShuasXF9t6MC41HnbGplRyqCmDVipfDcSICQoL0hil47YmPzNk843UBBv+77evx8PvHgzjSAmCIKIHb79fJhEepGTKS3cswPLf7IpaP/SDZ1vR1NmDDTtODWrmZ5R1SUdA9VZgcsvt8eLeNz9FZU2zznvWD5vFjJdK+D3PRRH46/5zEenF0tjRg6XP7Q/qpcuyCMLSoJ0HHhtCo+10RBFM9iKh6OwNX3Wiv7XIspkZeG/fWcX3+4tfrGYTUwM7JeubUOhxvYRThRyNTf3k7GMAtsrhcMJa1aP3PUQLvLZW4bbBIgiCMALNTzNRFNsA/FOHsRCELGp8yuWQgihHVy9S4i2ynpeBCALwyPLpeHAZm6rD6AlKML61YCKWzcoYUD5tKasdUlr5yq4aWfVZukFd5BOtJjjdpEQnCIIggBXXZiAv0z6QTCk9cSmsVmO8lJ5oRM764kF/e7vyTNj275/c2rjjFLbuPRPS8zXStHW78WLJaVWf/fDIhYg0KP+/H53Q7bhGwkfbaDsdvTDCmz+QYNYiNrMJLs/QeFTJu12pgZ00n/jWgomwJ9lQcuKyqnOg9nqJlAo5Gpr6BTvHiTYzAMDputJENRoaW/Ke40jcQwLJ4JwX8r6fCI1RfQMIggiOpsS4IAjpAP4dQAEAO4BviKJ4VBCE+wDsFUXxgPYhEoQ2ggVRLDxSOB2P3jKD+f2RmKAk2sz4y/5z+Mv+cwAAm1mAS0bh5K8+27RqPg41tKGt24WkOAtTqSkAxFlMMAkCut2eEO8EJcUJop+pYxNQ18zfxI4ghhP3LsnComw7nK4+rNpciQpS6TMhAHhld7Uh9i1GoHaUBxvadB0HKw0t+t2bgyV/jUxyREMiTYlQPXr0OjZK1iLu/qR4YII8lHe73D7k5hNpSTZ8Z+HVmDA6HhuK2ReG1C4WxKIKWQ+UzrF/QlwiGhpb8p7jcCwghWJl7mRmWytB8L2f0Idw9A0gCEIe1YlxQRAyAXwCIBXAIQDZAOL6X74eQB6Ae7QOkCC0oMbv219B8mDhNK79RWKC0h0QDMolxYHB6rOc9TsGBZGJNjPTZJa8yAmCH0qKEyOdJJsZ104YBaerD0ufK4l65XM0IYLNziPW4e3BmhJvQaLVjIsdvaHfHAbSkm1Dkr/hSHJEIpHGUxUZrEeP3seGxVrE5fHiOwuvxvJrMriT8ErzCUeXC+/tO4uCmelcnubBFgtCEYsqZD3gtaqMhsaWvD73aq8JPUm0WbAoy85kMbc4y07+8joRrr4BBEHIo+VX9SsArQCmA7gJg/uqfAxgiYZtE4QuqPH7TkuOw2MrZqh68IRrgiKVDALq1FmBygr/fwc+jCPRMIkgCIIYPnS5PJj3i+3Ie6Z4RCbFl2TbkZ4cN+hvKfGUTJAwMzS49Ofhwum4Z0lm1CTFAV8c9XJp9YA6WUpyPL/9JBwB6l4pyXHf2/sG3q8WKfEWrlgtZ8popAVcy3JI45GzKdH72Phbi4QaU+mJRiy/ZhwWZdt1T7yXnmjEjHGjQsblwRYLWIlFFbJWWM+xHJKljNbfmhqsZhPuWjTV8GtCb7aszoE9Sfm6sSfZsHl1TphGNPzh6RtAEIT+aInKlwN4QBTF84IgmANeuwBggoZtE4RmeDz4UhKseOYbczBWQ1NPgF0ZoAZJ5ZIUZ8EP/3gQ3S6PIT7mFrMwSJ1mT7Khrcc9IhRrBEEQhDGIIph6eww3Cmdl4NU7FwK40hgu3mrC9qOXsHVvQ4RHF3lYe774c77VidKTjVHVuNXp8gxS9IWrOaKUeHt++8mQ7/3WgokDtntq+Zc543HX4qkD13JSnAX76luwtfIMGjuvLFQo2ZTofWyMthbhmU+cvNiBgpnpKD0x9PpU8jTnIRZVyFrRYlUZaUsZpUatel0TepNos6DsiWVYV1SF8hrHEFuVqfZEFM7KwLY9ZyLahHW4EKm+AQRBXEHLXSweQHOQ15IAkOcCEVF4AuW2bjfGJsVpDph4Jigs+AdMz3zzOljNJlRUOwz1MXd7RMydlIp1+VmwJ8Wht8+Du9/41LD9EQRBEMRwIy3ZhtWLpg6awM6dlIq1RVWokEk0jESWZNtx2w2T8Mi7B7k+t/3YZbRFoFFnvEVAT5/yidt5/DJe3Hka7+ypZ05yrMnPHOj7osZnmzXx9vTX52DXyUbV4g05P2GLyYQHl03Dg8umMXmFSwkgFlgTQEZbi/DMJ5q6XFizNBMLJ4/BWxX1zIsFLDhdfdi25wwud/Rg9oQU7DrZFHI8kVIh6+2rr4cdTKQsZaxmE169cyFeKa3W/ZowkkSbBVvX5Q1cd+dbu1F8/DLqHU7UOZx4/ZM6AMD6D45hUZYdW1bnUIJcJSO1bwBBRBNa7l4nANwCYLvMazcBOKJh2wShGd4AqPTEJQBgDt6CBX3+ExReApVTcgFTOAK7Qw1tqG3swleun4ANO04Zvj+CIAiCiDXiLSb0+PXeSI234uYZabjthknIzRps1TAS/dWDJYanpSfhL99fjNQEm6omrLxJ8a/PH4/zLT3YW9fCvS+J0YlWmCCip09Z3S4AeOOTOrT1hB6jlOTIe6Z4UOzH67PNk3jTIt7Iy7RjS1mtJl9wHuUvawLIaGsR3ri7q7cPDy2fjvsLsnVJDjtdfYoLatGkQjbKV18PO5hIWspYzSZdrwm1qFmwSLRZsDJ3ctDnlygC5dUO5D9XgrInllFyXAUjtW8AQUQTWu5cmwE8LwjCeQBb+/9mEwTh2wC+D+AHWgdHEFrgDYBe3V2LV3fXhgzeWII+aYKy5eNargnci7cvgMVkUgxYwhXYSUodj5eKPwiCIAgikAVTR+P7N09DZ2/foGe2XPJhbVHViEqKA0CCzTyoh0m6zGK/ZAthZCVcXVM3Dja0atpGq5MtlhMBpqS4P4FWMmoarQVLvF07YRT+XHUWv/7oODJGxWP14ilB1eVKjE2ywWIGnt9+kqsxXOBvobmLzxe+saMn5HuMthZRm3i3mk2aVZ1MC2oBJzJSKmQjmwdqsaqMJksZPa4JNWhdsGB5fjm6XFhXVIU3770xosl/XvwrMTJGxUfEGmYk9g0giGhDEDXUcgqC8HsAa+GzTTH1/68AYLMoivfrMsIIIgjCbABHjhw5gtmzZ0d6OAQnbo8Xi54t5g6i/JUWUvAmBfaOrl5sKavBwYY2RYWG9Dmnq2+IEijYPtOS41D+ZGHI4EHt91LDtnV5OHyuFc98cNzgPREEQRBE7PHYihkDPsjBkg/2RCscjInV4YIAX4+S3/7bvCELB4FsLD6lmwVd4BgCk/Oxhv/1xUMwlbEgALmZY3Hj1LHYtrdhkLrcGtBjRnr/4iw75k8eg00lp5nHG+y3kJpg5RKMCAAWZYe2aWC9htQcT9a4myeWZ2XV5kqUM1RVzJmQgh8UTotoItLIc8CzfT33ORwIXLAINXcNxOnqw+ynPmK2/xqbaEGzU30FTLhQukeG2xomkvcYghiuHD16FHPmzAGAOaIoHg31fk2/dlEUvycIwusAvgxgHIAmAP8rimK5lu0ShB6oLRn1b/zzYslpmARhSGDv/z65z0kNgxJtFqzNzwo5Bh4fQL19zJVo63ZhwugEw/dDEARBELGGfyMsAEHVkiMtKQ5c8Vs2m0xYfs04VNW1oPjYJdnE3QMF2dh/pgWl/Q0Z9RwDENzSxUhSE6xo73Zr2q/aRmtKKmNRBCprmnHqUid2/uhmfH6+Y5Cy0+3xDlFPWs0mLHq2mMsz/cGt+2V/C7w2OCLYbBqMbHDIGnfr7entdPWhoobNaujohXbcNCNd10Qej+1GOJoHKp3jYPvS21JGb+/0cKC12e22PWe4emL4J8UB7dUCRhDqHhlua5hI3WMIgriC5l+6KIqVACp1GAtB6A5vEOWPAOClktNwecQhgX2oz/kHfUYE61q+Fw9UqkUQBEEQ8vg3wvq0rjlo8mEk8x///RkutPbA6b5iyxaoILSaTdh8Vw5Wv76XSR3LyvxJo3FAo4UKL5Kib1XuZGwo1tajRW2jNVbbg++/sx9b1+UN+rvVbMKa/KxBf2Nt+i6N96m/H9X9tyDZNASOV8LoBodGJt6DwZOQFEXf+wPPnRrU2G6Eo3mg0jlOtJkBYFB1iJ6WMkZ5pxuNHgsWlxnsjJRgSb6HGx5rmGD3HL2JxD2GIIgrUHcEYlijFESFQgTg6i8p5QnsA4M+I4J1Ld+LfR/CgB+fXHktQRAEQRCAo6uXKfkwEqludA75m5yC0Go2oejeG7HurSpdlOO3Lbwaudljw54YlxR99xdk4/C5Nl0EDKyN1pyuPhSV1zEvLpTXOOB09Q1SRMr57fI2evvw6EVDfgty4/XHyAaHPLG8Xp7FF9r5EpJaE5iAep9w3mtkb61D1flROscADFFzG+mdridyanY9FiwyRsXrMj7/ipJDDW0RU93zVGKEuufoidGLewRBKMP1KxcEoYbj7aIoirSkRUScwCCq9MQlvLq71vD9+geJRgTr/tt8q7wOT79/TK+hAwDcHhFuj3fgvwmCIAhCb8YkWtES41Yjl9p6DG0eOdwIpiCUlON6LPoXXpOB3+0M7YmtN5KiT08BQ6jqvWBeuaHwVxkH28b6D47h2vEpXOPtCNFXRy2sqmijGhyGiuWdrj6sfn2v7DHk8SyW1Ml/qKznGp8eCUy1thu8FaYv7LhSTaFGdR3sHBtx3rVakRiNkpo9L2ss17bkFjhW5k7G+g+Ocd1b5JCS74ue3TnIUincqvtIVWKwYOTiHkEQyvAuf32OoZUdXwLwMYA2vQZFEEbgH0SFIzEuFyQaEaxbzSZMHGOMD/i2PWcM2S5BEARBAIjppLhkm3FVqj6KupGGXPl+YGLgL/sa8Of957i3HWc14ej5dp1HrExWWhI2rZof9Ls4unrxk78eDtmQXUK6viQ1rBxKXrksVNY6kJWRhMf+9FlQv92j59uZFeAWk4A+r3FiCj1U0VqRi+X18iz2VyfzIAi+BKYWtNhu5Ewdg7RkW8jmgXJEk+o6kHB4p2shlJr9H59d4Nqe3Nw10WbBoiy7bjZXgX0Gwn3+ee8hkbjnGLW4RxBEcLjuPKIofkUUxX+V/g/A1/tfetT/736vE0TUIQVvPL7hvCRZzbh2wihdtuX2eFFR7cCHRy6gotoxoOIetL84Y0q8Lnf0RMUkhCAIgiCiDck2Y2xSXKSHEpP4l+8HIiUGfvH1ORA4A7YEqwlbOdW2o3SIo2qauvBa2VDhhfRd7ElxzElxIHijNf+48DuvVKhOigPA9s8v4543QvvtsiY7jUyKA4A9OTp/azyexUr4q5N5WJxl12z3INluhDqDcr9bqXmgmrMfqLrmgWWOpAUtx0TC6erDa2U1ePaDz/FaWQ2cLv0qKljU7CwI8Cm3gy3CbVmdA3uSMX2ntJx/NfBWVuhlJUMQRHSjNQokfwUi5mDt/KyFLrcH836xnat0MhCeRi9ygZgeUDBAEAQxshmbaIUgCGju4lcCDlf8G2Gtyc/EvvoWjIq3GGYhMdxp63bJ+uNazSZVasVutxc7jvElF2/IHIPUBCv+duA87/AHCKUa5fVhjreasDJ30sC/g8WFI4mO7vD9xoJdk4HweBZ/Uu3A3w+eQ8ao+CHbY1UnB2JPsmHz6hyOT8jDe336v9/t8cLjFTX1JOJRXQf7LSTazPiXOVfh6a/P0cUXWssxUbIn0jI/lFB7vcgRbBFOItFmQdkTy7CuqArlAd9HEHyVIlptN8OluuexhtGjEoMgiNiAmm8SIxKWzs9aG07ylE4G0tbtwjdfKkd1Y9eQ1wJLzgBg6x4+ZRQrUjCgh7ccQRAEETsIgk+FuHl1DraU1Rq6mBxrpCXH4fa8yRBF4KZflURVklIAMMWeiDrH0KaX0Urxscv4j/8+ElQEsGV1DvKfK4FDgzI6FDuPa2/4qdTADuD3Ye5xe3HD+mI8uGwavr8sGw9u3S9rmTCSePfTBjx8y3RDE2c8whQAeKeynitGfuTdg7LbY22U6I/VLGDljZN1OR6816f0frX2L4GE+v1IKO3P6fLgL/vP4W8HzuH7BdPwiMZrRe0x0ctaRwk110uwOa/UG0GJRJsFW9flyTaX1SNGYD3/WuFZbNWjEoMgiNggeky8CCKMSE2RHlsxA2kBZZlpyXF4bMUMfL9gmi77YimdlHC6+rBqcyXm/ny7bFIcGFpyxhsYmU1sUyqrWRik1iIIgiBGBtPSk3DwZyuwdV0erGYT5k8ejesm8jXgG44kWM34yb/Mwo7HbsKhhlZsKD4FRxQlxQHg9Xty8MEj+ZEeBhMCAJtZwHv7zg45jpII4L6398FqNqHsiWVYkm3ntlWJBMFUpmqs/EQAm0pO48sbPw5qmTCSCGZXoRdS0vX57ScVr0nJsqOt24Xf/D91CcHA7fGqkwGgzyNiU8lprHurCh+fatRkKcJ6fQbabqi1fwlGqOPAsj+viIHjosVeRc0xcXu8+OILu5msdda8yTY/lIP3evnq9eODznl5vL0TbRasyc/Ck1+6Fmvys5Bos+CBgmwUzsoAAM0Ld2p+B7ywWMPoVYlBEERsQEtgxIglVOdnt8eLw+faFFXlrJTXOOB09SmuOvM2UJJKzjLTkzhGAngY/R/dHnFg1X7L6hzk/rIYHb1UJk4QBDHcOd3YhTc+roPJJIxo24ZAut0ePPPP4/ht8Sk4XR4A0ZWkTIm3wOP14t43P430UJgQAbj6K/OC+eNKIoCHlk8fpFa80N6Drm433q06G1XnAPBZoLxWVjNIUZlos2iy8qttkhdLxCJfuX48Kqqb0NzlVnXujEycsXg2S9fkmvxM5D2zE7196hKvgdvLmTpW9TZKTzSi1C9ZHEzdrgTr9elvu6GnnYeEkkpb2h8rpScaB+4fauA9JgBw75t70dDSzbT9ihrHwPyTF97PrMydgt98dx6TPRAvkuDsldJqvFVRj8bO3ivjjLeirYe9ybaaY8FLKGsYqVqO1OIEMXLg+rULgrAg4E/m/v+dJchIOERR3K9yXEQUwuq1F2sE6/ys9JBPS47D7AmjUHqyiWkfoghs23MGa/Kzgr6HpXHPoG3Cp5x5r6qB+TO8SJOPRJsFG1fNwz1vqFc2EARBELHDS6XVcHm8I9q2IRhSUjzaaO/pw9oi9tB7VJwFdy2eghdLjG94JodJ8Ck7lQj0nZXUigDwWllN1CXFrWYB97xRNWhc/p7CDxRkY2+dAx+fYvdMH27cnjsFM8aNUm29YFTijDXJK12TH59uQrdb+71A2t6a/EykJdvgYGj2GIpA20XW+RqL1aS/7YYaO49gCPDNr4I1gFS7v6LyOk2+1TzH5OXSapRx/rYf2XYAb96byz2unKljMDbRgmansmjJ/7gGm/PqQTDB2dxJqbjpVyUhr2uW868nStYwlBAniJEH76++CvKxwtsB/5aeE2aZ9xIxBq/X3nBCSVX+64+OMyfGAeByR0/Q13ga9wSyi3EMAoAUzlX75Lgrt4il09KRlmwj5SBBEMQIwNVffh5tiUdCH5Zk+xRxhxraIpYYZylgU/KdVYqrIoVcb5pAT+HmCMRRk8YkMKtYjUSym8iZOgZV9c3YzRFHG504Y026Stekv2BGC9L2DjW0qa4okNsmMLjigoVQoqC7Fk0ZlGTWU70fqgGk2v01dbkG3T94hV5WswmbVs3HU38/io+OXkS7X5Nl/2MCgEvNLrGnthluj5d7Lu32eNHtDn0TZTmueiKXfOetRAgn/outBEGMXHgT4/cYMgoiavFvcBKoGlOrRohF5B7y9gCftlBkjIoP+tq2PWcMb24pArhnyVS8s6eeWY3y6LsHcdfiqQOLH3oF7ARBEAQRzZhNgAZr2qhGALDupkzsPtmIpDiLbipVI5FLiCnFVdGIo8uFe974FMcudIR939GQFAd8NjNt3S48vO0gtyAkWOJML8VnOLyNQ+1fSZ2shsCKCxZCWU36o0a9r6UBpNpqgbZuF7PQyz9xnhRnQVVdC7buqR/0mZR4C744+yr8/GuzB661imqHKvFQt9urquHk2qIqpoqF0YnWkMdVDj0rxXkrEWKN4VpVTxAjCa6oQRTFIqMGQkQnPF57av3bYg0psHrzkxrmzwgCsDJ3ctDXw6F6KpyVgQcLp8FkEpiT201dLjy//SRKjl/G1nW5ugfsBEEQxMhBEIAkmwWdUdSvIs5iGuQRnJ4ch5tmpOEv+89FcFTGIgK4288aLdFmNux5/pXrx+PIuTbUOZyatiOXEFuZOxnrPzhmuLBAT/bUNkd6CBGloaUbN6wv5rregiXOnK4+rC2qQkWAR7C/dQ1Pgjwc3sah9q+k2FaDUsVFKFhsN6TmlCw2GfYkG+5YNAVbK8+EVKIr7S81wYq2bvbqV8BXARtK6LWvvgVpyTb8v88voaNH+RnV0dPnaxrc5RoQh2lZWOH9bFu3C+XVbAtLbd1uLkW6EZXivJUIscJIrqoniOEGGSgRQeH12ovFBxovSgp6JRZn2RWDc6NVT99ZeDWe+eZ1sJpNqpLbBxpakbN+B+6/ORubVs3Ha2W1ugTsBEEQxPBnxbUZyMu0DywQ56zfETU+3b19XsyfNBpr8zMxNsln0/DvfzwY6WGFFSPOhWR78ctvzMG8X2zXvB05+4xEmwWLsuzMCaKRwNJpdtQ1OXG2VbtC3GIS0MfYsJ0H3i3KJc6UGtYHWtewJsd5kryJNjO6dPrdBF7j/ortPTUOPLB1f8hEbSiMUsPzNKdcvXgqHlo+HQ8um6ZaXWs1m3D34qnYUHyKeYxpSTZ8WtcSUui162QjWJETh2lZWOH5rNvjxTdfKmd+P0ufK/9tG1UpzlOJEElY1d9UVU8Qwwv6lRJBkbz2QgWw/mqE4Y6Sgj4Y9iQbNq/OGfJ3t8eLimoHPjxyAVkZSZDpX6sby6/JGHgoS6v2j62YAXsyeyDmdHnw/PaT+MEfDuD+gmyUP1mIn375GqOGHJJEmxmP3jId3785m5rDEQRBRDF5mXbctXgqEm0WJNosuP/m6CqXPtDQiprGrgF15O5T7L7HhDyS7cWfq85qUnSH8p3dsjoH9qTIKn2jhdGJVnxy2qFLUhwA+rwiRidaddkWLwKAjf82E2JSWwAAq1hJREFUD9vW5aH8yUI8tHz6oGuApWG9o8uFdUXsTeOlJC/LvOfepZm6xe3BrnG3x4sTFzswc1yy5n0YqYZ/oCAbhbMyAGBIPC7921/tLynRb50zHouy7dxJwx8UTkNmWhLz++9YNAVb99QbMleQxGFuj3dgYYV3P+mcvvkvl1ajurGLax+slck8leJq0Xr+jcLt8WJj8SkserYYKzdX4v539mPl5kosfnYnNhafgjvAWy0cx4ogiPARHXciIipRU9Y1nPFX0LMgCL7mVoFqFbkH7z1vVMFiMi69GxgQW80m3F+QjZtnpHNvy/8h39YdmXJ4swB84dpxmJaRjMbOXrJ0IQiCiGKefv8YctbvwAvbT8Lt8Q5KpEQD/skNn1KMr0yfGIqUCLvQpi1JO3tCCuZPHj0kKSGRaLNg549uxuwJKbLx2UhYOE+yCkiwmtHqdOseD7U63fjm/Ak6bzU0IoDGjl7ZxBlPw/ryGgecLvZYlTXJ+/Dy6ViUxWdNEozrJqYMsYhZtbkSs5/6CE+/fwxV9a2qty2AP/HKi7/gJi2g/1JachweWzFDV9Ws1WzC+w8vxdS0xJDvLZiZjoVTxjAJvdTgLw5jXVgJhKfhpDQX5YWlMpl1nuv/vBwuSOrv57efhCPAJ15Sf9/39r6B7zxcjpW/SK+i2hG14ySIcEBWKkRQeNUFRnvzRbqxBWu3eonX787BspnjBv1NqezK7dE/ZAtWguw/DjXbfHlXNd4sr4WjKzLJA48I/PfB8/jvg+cjsn+CIAiCj7ZuNzYUn8L/HDqP9x9eik2r5uM7r1Tg6Pn2SA9tUHJjuC/yh4OHlk3Dw7f4FL6nLndq2tbR8+2447W9sp6twfxdE6wm3Jg5FhtXzofVbIqa6wzwiSZunDpWV6/xpHgrLncYd91OHzcKack2VY0FtRBM5crTsD6UjYTc3ILVC3nL6hzkP1cCRwjleigev3UWk0WMGkJVXOhFuG0yEm0WbP/hzdhYfAq/310zqE+E73UzvpefhQcLp6H42CXd9x+I9NzgtavkbTjJOxcFQve54t22Ft/6aIW3p1qsHyvyRieIoVBinAgKj9deMP9HPYiWmzfvZLnXPXTVVY0VixaCBcT+41CzTafLEzX+sARBEETsUNvUhcX/tRMmiGh2Rk8TTgBwdPWioVlbk0gC+LSuGVazCW6PF0fO6ZOQDvRsBRBUaNDj9mLXySb88I+HsGnVfFxqN77BOSu5U8fivoIsHD3frlsTWiOT4oBvcYLFR1pv7AHqYwnehvUX2ntQUe0YlKwFEHJuESrJm2izoOyJZVhXVIXygAagrKQnxyHPT3nOYhHDg81sQp9X5Gq+qAWWhp2BqBU+Wc0mPPaFmXh4+XTsqXFgX30rABELpoxBXtaVSoNwNFWV9sHaPDVdZcNJNQu3ofpcqd32cFlEVtNTLZaPFXmjE4Q8lBgngsLTUMUoNUI03by1KuhZH7wS109MwWcqJ5TSPuSUCLzjIAiCIIYH8yeNxoGGVs3b+fq88fjHoQtQW+jU6oxOq5Kf/PUw2jU2uSOAPbXNcLr6cKihTbOaViJQtScCTAq/NW9WhV3prERVXTMq31BWi5sEwICel6qJt6hr3K6VjiB2fbwN6/9QWY8tZbUD/05LsmFUghW1TV0h5xahkryJNgu2rsuD09WHbXvO4HJHDzJGxaPF6camktMhxybNn5yuPhSV1+reSNbl8WJD8SkUH7+EH986C7lZ0eXpHGpxwu3xDjquK3MnD0nyWs0mLJ2ejqXT5e0hWYVeapATh8mp55PjLBABdPX2aVLS885FU+IteOmOBUMWhuT2HW2V4uFCjfo7lo8VrzqeIEYKlBgnFFEKhJWSr3oRTTdvrQp63vK3z861w2oWVFmsBJZ7ahkHEX2TVIIgCF6+X5CNmVeNwoF3D2raTlqSDd9aOAn/ffCCPgOLIigprg8ifPYVE8ck6L5tAUBRRR1EUWRK0LJ6UYeLviADzki2IX9GGr4ydwIWTB6Deb/YrqlpqZ58ee54RSWsIMCQsb77acOAJY8/K3MnY/0Hx5j36Qyo4GzqcqGpf8FGr7lFos0yyK7F7fHiyPk2lMpUZ/rPn+5aPAWrNleiQqXinJUj54JbEkUCFuHTG5/UoiVgEXX9B8ewKMuOLatzmFTQALvQSw1K4jA16vlQ8CT5rSYBt+dOwfLf7Bo070tNsOLuxVPxg8Jpg8Y9d1IqUhOsIXtsGF0pHm7UqL+XXzMuKqrqeVGjjo+WhTSCMBq60glFwt1QxZ9oa2zB061eLkhSU0bFmxRPibfg7TU3YtfjBciZOhbFxy4Naqbh9njxhz313OMYqQgAFmXZUf7jZYiz0O2SIIjYZdveM/jpfx/RvJ1lszLQ2CFfHk4QEpc7egxRyYkAmjpdcHTp32gyklzudGGqPRnLZo5DaoJNt8aOWrGaBSydlt7/3z4lbPmThdi2Lg+v3LEA29bl4ejPvzjw7zfuycHYJH3Oe2NnLyplFjYSbRbDj4+WuYWkhD58tlX2dXuyDY+tmIEXvjsXy369C+XVxibF/ZFrJBgJWIRPgUlxwLcAU17tQP5zJbo1VVWDfyNWo8RhcvA0+Lx6bCJe3lU9RAwl9fv4wgu74XT1we3xYmPxKdz0qxKmxtPh8q0PF2rU31pzApFCEsexjFtSxxPESIEU40RIwt1QRSIaG1toUdCrmSAK8E1KXIwJ8nuXZuLAmVb88I8Hh5QlrsqdjIMNLdh1sol7HCORO/Mm40dfnImi8np88bcfD2nsQxAEEUvIJRnU8N6+s/gHNT7Wje/fnI339p0dpMBNibfEvHo9Y1S8oRYGw41Ahd6W1Tm6NmFUy/03DVUMyilh/f/9sUbfbX9+9eHxQX7REno1vgyG2rmFkhJaYs7EVKzJz8R3XqkI+/mNBqsEPSwdHV0urCuqwtZ1eUzvZ/X+ZkWpMtdoWOaimWlJqG3qUtxObVMXvrSxDFPGJmLXySbmBYOCmelhXQwwGrUV4ZGuqldDLHujE4TRUGKcYMaIkjAlovHmrRRYhQqS1EwQRYA5KV4wMx0HzrTIBjdNnb3YUHyKca8EAIxJjMPtm/fgyHl9GocRBEEMF3oiqDQcbtiTbSh/snCQ8KDP68Wdr+2N9NBUIwg+uwsjLQyigZtmpGG3TmKDwERsos2C39x2Pe55o0qX7ashNcGCh2/hT5zK+W7XNHZh+7HL3Ns6fK5dNoGr1PhSTw903rmFkhJaovREIxb84v+hJ5ivThiIpFWCXpaO5TUOOF19XJYqct7fWz6uRWn/QobcGbGZTbjvpizkZo1Fp0aPcD0INRe9PXcy3mGsDq5rcqKuyddweqQuXqrtqaYlJxApYtkbnSCMhhLjRNQSrTdvtQp6IyeIS7LtmHv16IHkd7CyRIKdjTtpISEY5LlOEESkSIm34PnvzsWP/3J4WPTLuNzRM0R44PZ4Y1ppvTjLPpCs0rtpowDfYoIoimiOoJ2K1SzglTsW4rWyWhQFNA/Ugn8ittcd2QWo9h6fzYLaxI6/7/azH3wOHOPfhlICN1jjy/RRcXhYYy8FiVBzC7fHOyjJWlRey3SdRzIpDoS32jYQvYRMoujrZeDv7c5C4P02N8sum9xMibfgi7Ovws+/Nps5+R4ulOaiVXUt+K2BYqjSE41DFqsCf4NyTVKjGbXqbyOq6v3vKXovwmjtl0YQw5nYuWMRI45ov3mrUdD7P3j15MSlDhy/2K6rSuamGWk42NCK9u7YLucm9GdaejJOXu6M9DAIghiBrMvPwuLsNMMsFMKNPaB/C2DsQrrRjE2yYfPqnIF/+6vqAhPIack2zBw3Cicudgw0QwyFCGB1v7drJI+P2yPiUEPbQFLkk9NNuPuNTzVv1z8RG2m1nlLikTd5kzEqXt0YEDqBG9j4sqJae8PVUHMLyUf8LR0XRSJBJKwS9LyuL3f0aN5GpCxD9UBuLmr0OfVfrHJ7vFhbVDWkeayaJqla0JqY16r+1qOqPtg9Rc+GuWrV8QQxEqDEOBG1DMebt/TgfbHkNDYUn9Kt2Y7eQflX547HbTmTcEeMlXLfPCMdrj4PKmubB5fVCr4u7K06eeyOdCgpThBEOAlUbL1VXhe2ZnVGM31csuzfjVpINxpBFLGlrHbIJF4EIAaeNNGn1ty8OgeHGtrQ3NWLLWW1ONDQyqTa01OJrgYpAWU1mxBnMWveXnpAIjYaPNoDE49qkzcrcydj/QfHVP9ueZJ90nHTEhsrzS1YfMRjhUgsvuh5XduT41BR7dAlmR1uy1CjMPqcSotVH59uxGN/+kzWJ9+/SWrZE8sMS447XX26JeYjuUCidE+RGuYebGjFq3cu1DQWt8cLj1eE1SzALWPVGq3e6AQRDigxTkQ1sdjYIhRWswmP3jIDooio9f1eeeOUsKhIxiRaZRvCSec22IN7yPsF4JHl0/Hgsmmwmk2yygGr2YQXS07jpZJquMgflyAIIiKYBQEehezY6EQrzALg6LrybEiJt+KeJVPxYKHvHq+HSjBa+PuB8/h9aS1EQcTNM9KxevFUJNosgxRsb35SC0cULeyOijPj6jEJOHZx6CJps9M9aBIPIOiE39HlGjLhXzo9DV/53cdoaO4e9F4RQFqSDStzrwagfzM9NfgnoPSImW7Pmzwo6RENlQP+Sm8tyZtEmwWLsuwoV6nm5kn2aTluLHMLFh/xcPKtBRNQ0+jEgYZW5s9E0ipBz+v6+f93YpAtjZ7q2lglZ+oYpCZY0dZt7DPjvz44HrJ5LG+TVB6crr6gDYq1JOYjsUCidE/Rq2FuW7cL33ypHNWNwZuyWs0mfH9Z9sB8miBGEnTFE1GNNPF5bMUMpAWUG6clx+GxFTM0r55Gih8UTkPhrAwAGDLBiKQCRRCAuZNSw6IiuSNvCh5bMQPpMuf2WwsmMiXFAV8AlJtpH7gOpLLaJ790LdbkZw0kGR69ZQYOPrUCty28GinxtC5IEAQRbpSS4gDQ6nRjVLx10D26rceNrXvO4OXSarg9XtW2DNHIfx88j4paByprmvHchydw7c8+wm2vlsPp6htQsFX+n1vwxj05mHVVsqr4YFyyDbOuGqXbmDt6PbJJcWDwJP7Fnae5JvxOVx+W/XrXkKS4RFOXC+uK9iPvlzuwsV9Y8NDy6djx2E2YPSFF47fiI1DdrUfMtHDK0CTlAwXZQWNFo5GaqErwnEs5tqzOgT2J7zgJ8B3ruZNSUVHtwIdHLqCi2gF3CIHDAwXZSLLxq/hDzS3cHi/eqqiLKqV4WnIc/nT/Itl4Ohg81bZuj5fr2LOg13Ud6NUuLdDc9/Y+XcYZSdQed6vZhLsXTzV2cABOXmKrHpWapOrN2qIq5sR8NMN6T5EsbHiva6erD6s2V2Luz7crJsUBwOXxwiwIMZlXIQitCEPKGokBBEGYDeDIkSNHMHv27EgPZ8RjZDOKSOH2eGXVTunJcbg9bzLerqiLSHOpbevykDN1DBY9W2xYCa+kVil/shAABjUv+rSuBa9/UouOHvZA6pU7FuDWOeOZ3+9/PZ242IEXdkSnep8gCIIYrOR84btzMe8X24eNnYocYxKt+OTHhUOUbk5XH1b+vgKHzrZHaGTsCAIQbzGhm6GJZHpyHLIzklBZ08y8/YKZ6bg9bxJ++O5n6OwNbz+Ux1bMGKTcc3u8mmMmKY4JjHfnTkrFa2W1YVfGL8m2Dyg9Wb+ff2wnF6M7XX1YV1SF8gDrAyUWZ9tx8lIHl3WL09WH2T/7iOtc/PTL1+CuxVMV5xYV1Q6s3FzJsVXj+emXrxnwWHd7vKisceBXHx7H4XNDew/530dDCYuM9jwONgdKS7ahq9eDbrdH9baBob/RWEGP4+72eHHDL3cYYiEpAEi0mtHFcX78r1E9cLr6MPupj5juIYIAHP35F6O2GSjvPWXbujxmRbuSql6OUPdvgogljh49ijlz5gDAHFEUj4Z6f3TeIQjCj8AJwvJrxg2bm3UoPzOTIESkhLat22V4CW9gQ6VF2fZBZbq8hFJryS2sSIGF77OUGCcIgohW/BWpb5XXa7JliAVanG6sK6rCm/feOCRJWtPk1H1/qQkWtOncbFsUwZQUB3zxQBNn0rf0RCNKVcQLWhEArMydNOhvesRMSXEWbCw+FTQhtuvxAmzeXROWhXx7QBPVqroWJs/uUM0yE20WbF2XB6erD+9U1uPtynrZCgEpgWtPsqG82jFETdnYrwzef6YFm+/KGTIv2LbnDFdSPMlqDpkUByLTrFKJQFW/1WxC/vR05GXZVTcSBMLjeez2eJFoM+Nr88ajt8+LnKljkTEqHjlTx8Dt8WLNmz7vaLUUldeF/J7Rhp7H3SywafFtZgEuj8jcq0EEcM2EUaiqb2XaPqBPk1R/tu05w7ywptREOBrgvafwvJ9FVe8PS7NjghiuUGKciFrC0Z05WgjmZ8bisW4EUpJZaf96IT3g3R4vfvLXw9xJ8VA+iSzXUTQ0uCIIgiBCI5UT73jsJhT+ehccHJO+WOOTagdyf7kdzc4rCevUeCtXNRUreifF1RArz18RwDde/AQ7f7RsULWbq887kGTiJS3Jhi1ltdh1cmhCzD8JvGZppi7fIRiCACzub4jqr7DUO3mTaLPgezdl454lmUETuNPHJQ8sfgU7oqUnGrH69b0ouvfGQXMC3kTcNRNGBZ1T+AsrzrXI2/ywkGgzw+nSpoIOZHGWXVYJq7WRoJGex8EaJr6z58yghokPL5+uKTHe1OXCT/56GM9887qYmS9u2nlal+NeVdfC/Gx0eUTctvBqlJxoVKxI8a82yMsay5UY19v+jPf3Hc19SXhtuFjf73T1qf79RNsCIEGEA0qME1FJuLozRztKzaVSOBurxFlM6O1jK2eWkszhaG4VTCHFipJPIs91FOkGVwRBEERoJEXT5+c7sPNHNyNn/Q7mfhSxiH9SHPD5rRORp6GlBzeu344WnRYUZlw1CrtOKjd0LD3RiF63F/YkqyE2e0lWM8p/UojUBNuAv3FbtwtxVtOApzsrrMmbYAncuZNScdOvSphEGeXVDqx7q2qQcpw3EfeF2VcN/LeUCG/u6kXpiUaUnLg8KD4VBIRUqwoAxiZZcd/N2XB09iJjVDy+nXM1fvjHQ7qJTQJV/XKoaSTo73kcyjbnrYp6LlU2T8NEPZJz7+07C0eXK+rni26PF5t2nsbGnaF/ZyzHnffYFV6TgV9+8zrF696/2sDt8eLZfx5ntjLxr2rQA97fdzT3JWEVZ/E2zOVR1QcSjj5jBBFtUGKciErC0Z05XGj1Rg82aWju6sWDfzjAvJ1brhmH9w9fCPm+23MnDxqf3P6T4iwDyiYt+Cuk1FI4KwP3F2TLvsZzHT1QkI39Z1oiUpZNEARB8LG3thl7ax3DOilORDd6JcUtJuDExQ6mZGlFjQNT7YlwdOm/QNLl9uCzs204cKZVtViBN3kjEZjArah2cO2/9ETjoDnBt3OuxtPvH2Mbs+BrBh+swjAQlmSTCJ+N0DMfHB/42yu7arAqdzKun5iKrXvODBKb2MwmuBib6gVT9euFXrY5cvA0TPxBoT7zu2ifL/LaSLIcdzUqZP/f4Jevn6A4f7WaTcx2ZsGqGrSwMncy1n9wLGKJeS3IHVcWcRZPw1xAvUo+sLE0QYwUKDFORB1GKhXCid5WMHKTBh46WFVmQSzp/Pfv9nixpayGa/9yTB+XrDopnhJvwbr8rKDnX811NPfq0ZQYJ4hhwtxJqZg0JhHFn19Edx8lT4cbL+ygCh9ieNDnBZclUJ3Dicy0JNQ2dek+luf+eRxHzrcHCwVDImKwwEKtOESNWth/TlBUXs/8ucVZdljNpqAVhmrpDrBNaersxYbiUyiclYFdjxfgUEPbkAarReV1aApxLSyZZscbd99o2NzHKM9jHmuH8hoHXrpjgW42h0UVbH7jTlcftu05g8sdPcgYFY+VuZMNb9roL+LhQem466FCDlVtsGV1DvKfK1G8d7FUNagh0WaJaGJeDUp5gVW5k1EwMx2l/fefYA1zgwnB5FCrkg8UyBHESCHyd4kABEFIBrAewG0AxgI4DuC/RFF8l3M76wH8HwBHRVGco/tACcMwUqkQLlgtPDatmj8oMOZRk/P6Yu8+1RTyPQKArZVn8OCyaYrjeLm0GrtOht5eKI5eaFddTvrS7QuwdHp60Nd5r6PKGge27qk31LudIAjjiTMDZrMZhxracKihLdLDIQiC0J2OHjeuHpOAsxo8r+U4cr4dgLY46J099QOf37qnPsCOwYZlMzNQMDMdY5Pigsa9akr5pTlBztQxeKuijukzAoCX7ligWGGo+HkFWxWlSsXXymqHKJgfWj4dfV4RG0LY1nx8yiHrq84Cy0JFvNXMtU3Wc8XbMPHXH53Aoiw7/vFZ6GrXUDR1uvD1Fz/Be/cvkk2SBvM9X//BsUG+53ojiXjUoHTcWZsB86qQ/Um0WVD2xDKsK6pCecBxM7qqAYhsYp6XUHmBDcWnUDAzHY8unz6kmoS1YW4gPKp6f0gtToxUoi4xDuCvAG4A8GMAJwGsArBNEASTKIp/YNmAIAjzAPwIwCWjBkkYh5HdmcMFq4VHzvodgxrx8KjJWYMeHlgWG1iV2Cy0qyxDTku2ITdLeTGE97r4tLZZVdkwQRDRw1Up8bjY3gN49G1wRhBE7JNkNaPLPTzuDU2dLt2UzRJCf2CnNbZr6nQFTe42dbrw3r6zeG/fWQDB415J/MEbl7V1u5iFEYDvux4+26Y6rhVFv+cOI8EqXt0eL7NAQ85XXQnWKlanqw8//ONB5u/BY5vDa+3wduUZrveH4uj59gH/cv9kLYvvee4vi7Fx1TwsnZauq5qW51qVYD3uDxRk42BDq6ynvVoVciCJNgu2rsuLiNI+0ol5HljyAqUnGrFw8hiUP1moyYJVgkdV709nb+QbcRNEJIj8ncIPQRC+BGAFgFWiKG7r/3OJIAhTAPxfQRD+KIqiYkQrCIIFwBsAXgUwF0CakWMm9Meo7szhgidxHNidnrexqFLQowWlpLKaIE5vRsVbQ74nzsoXRGz5uFbtcAiCiCDSvc8oawGCGKl8c/5EFMxMxyu7qvH5hY5ID0c1CVYTNq6ahz01LdhSNnye9XpXt6lt1KaFYHGvWvFHUpwFe2v5EkH76ls1xbU8SXEguAiFN74uPdGI//PXwyi8JkMxgcbTiH5tURVanGzWi7xqY70bIMZZTOjtY/Nll5D8y7euyxv4G4vveUdvH+55o2rA9uKGqWPQ2dunKXHpG09v6DcFwHrcrWYTXr1zIV4prcZbFfW6qJCDkWizYE1+lubtqNlvpBLzrKix9tSrEn7L6hzkPVOM9h72ZHe05VUIIlxExx3jCt8A0AngvYC/vwHgDwByAZSH2MaP4bNg+T8A/lfvARLGY1R35nChJXHM21hUKejRgtJDUS+FfqLVBKebL6CVqG3qCnp8/MsheQhcpCAIIjZIsJmxdmkmWSERhM6cvNyBkhOXmRNl0Uq324uf/OUorp0wKtJDiRiTxiagobk7qHJ0zsQUHDnXHvZxKcW9vE3RE21m/PCPB1XE4JF5agTG02qSpH/adxZ/CqG+Z61i3bjjFFfsfPOMdC61sVprh0C+ev14rMydgrmTUnHTr0q4z3d5jQNOVx8SbRYu33PAt6ARWA2htncUAFxq42+QyKPytppNeGj5dNxfkK2LCjlaiVRinoVIWsRKqvqc9TtCNiqP1rwKQYSLaLsjzgFwTBTFwGWtz/xeD4ogCNcC+A8AD4ii2GnA+IgwIKlEQsVNWnzRjESPxLG0auxm6FAvBT3lTxbip1++RvN+Q3Wj1mslWW1SHAh+fKRyyPJqR0SUTwRBhB+ny4P/OXQeji43JcUJQkeOnGvnSopbzXqbe+hHU2evLr1RjGTepFSm9wkAkmx8PtB35k3BYytmIC05btDf05Lj8NiKGfjxrbO4tqc3cnGd1WzC5rtysJgxSeR0eeDgSJJKMe+CKZFJBPnH03o0tZfU3/e9vW/gOPqrVZUQALz+cS1X7Lwk2841B5OsHbQgAKioaUbO1DFItFlw16Kp3NsQRZ/fOcDnex4MuePOylWpfCr6r1x/FVNFcSBSI81b54zHIpnz5vZ4UVHtwIdHLqCi2sH9PYjgRNIi1u3x4vPzHbh19lUh3xuteRWCCBfRphi3A5CLCpr9XpdFEAQTgNcB/FUUxQ94dywIQgaAwE5+6k23CE2EwxfNKPRIHKtZNbaaTZg4JkHzfkM9FHmbfhpBsOPDUg5JEMTwo87hjPQQCIKb4Vbh0OcV8eY9Oehxe5EcZ8Ej7x5AcxgXrEwC4GVshBhtxJkFXHPVKFxq78WFECpSEcDdi6fipV3VTEk9QQDuyJuCRJslqHLU7fFGNLYLFtdZzSYU3Xsj1r1VJascD/wN8Yxdinnzsuyq/MzVIqfMfLm0Ggc1NouWU9/zqFV5/ffVKNxZGiYqEXid+M8XeZD8znl9z4ONCWCv9vVnbFJc6Df5cXvuVF0Tl6ze84R6ImERG+y8yhHteRWCCBfReKdTimmUXvt3ANMBPKpyv98HcCTg//6ucluERiSLECV1i5oV83AgJY710E3xrhqrfZhKY2V5KLIq+sOB//HhLYeMZhI5lWAEQRBE7BENz1E9EUWg+nIXbp0zHkunp2P14sywfMeUeAu+vWAiRidYdIm9Eqzhfwb3ekRs+/RsyKS4xBuf1GICo9p0cZZ9wG83mHI0WmK70hOXUFHts7qoqHbg/c/O463yOnxj/kTctvBqpCUNjnPtSTYk2sxc510u5p0xLnw2O4EiFFZVNyv+6ns91aeB8HqGuz1eHGpow1P/ei1mT0jxNXtVifS9pPliwYxAbZsy0tj19D3nqfaVyJk6Bvak0H2TAF+vhLmMVSUsSN7zz28/OaTSQosKnhgMa16ApWqbBaXzKke051UIIlxEm2LcAXlV+Nj+/22WeQ2CIEwG8Av4/MVdgiCM7n/JAsDU/+9eURS7Ffb9EoZ6m2eDkuMRI1Z90dQ2DJKDN9GtVs3N24TFqKafvPgfHz3KIaOBgpnpeOn2BTjU0IbGjh78+58OoS+YBI4gCIIgooh/HrmAuxb7VI3hiBVSE6yoeLIQhxra8Of95zRtSxB8SeSX7liAR949yOxtHQmcbi+crT0hj6s9yYaX7liAj081Yl99KwARC6aMQV7WUDuFtfmZ+NuBcxFtYvzq7lq8ujt4g9S0ZBu+s/BqFMxMx9ikOHi8Xtzx2l6uffjHvACwtuhTlFcbL6wIpszUu6m9v6qadx7B+jsVAGRlJMHt8YacNwRTr9oTrZhzdSqmjxuFXrcHb1eeYR5n4PeaMzEVpSfZfq+C4PM7B/TzPQfUV/uuXpzJNGfsdnvxgz8c0C2Byeo9/9gfD2Jl7hTZ+bfb442pOXokYM0L6GVlonRe/fnq3PFYeaP8eSWIkUi0JcYPA1gpCIIlwGf8uv7/PRLkc1kAEgBs6P+/QFr6//5osB2LongZwKA6LEHLUjahGrmHrF5NKMKF1smg2gYYPEn57yy8GstDdLJX2o8RTT8BwGYW4FLRIESPcshoQVJ0AUB1Y9eQRj8EQRDE8GBUnBkdvcOn+XNVfSv+5be78ZfvL0Zqgs2wWEGirduNQw1tmpWxiVYTKn6yHIk2C14urcbhs636DNBgRMhbyAgCkJdpx7xJo7Ho2Z1DGown2sxYl5+FHxROG7BSeXDrfsWk+FR7Ir698GqUnriMA2daESJUM4SmThfe23cWji4XXr1zIYqPXeL6fKY9Ee8/kj+goH9h+0km7/lrx4/CimvHYUPxaVXjBoKLUIxSdbd1u7D8mnFMghkprs7OSEJljawObRAigHveqAppuSGpV0tONA5RzDY73dh1sglmkwmbVs3HP49cZB6nFP/7b58V/woKyfdcz4UR3vPJYwejxq5FDv8qhVA/4//57AL+57MLg841ALJg4SBcFrGs51UAUFHdjN/cNo/OE0H0E22J8b8BWAfgWwD+6Pf31QDOA9gT5HMHASyT+ftvAaQCuAfAWb0GSRjDcPI5U0ocJ9rMQyYogWhZNWZ9+D7zzes0HU85Rf+5lm48/f4x1dsEEDIpDsgfHz3LISNJ6YnGQUHvDwqn4fC5Nm7/RIIgCCK6sSdakRhnQUevUkFj7HG6sQtzf74di7Pt2LI6Bw8tn46VuZPw1d99gvOMViE8SEIKLTjdXhw404Ki8nrZJJ5EaoIFbd19QV6NDF4RyJ06Fl+YPQ6XO3qQMSoe3865Gg9vO4iXd1XLfsbp8mBD8SkcOtuKzXflDFIZBqPO4cRf9p9FbVPkezpICcKcqWNDv9mPWocTr5XV4qHl0+H2eLGZseFlncOJ+27OxtY9Z7irMudMTMGPb52FXBmVPqBfU3u57fKoVf/thkl4YFk2lwe4ZLlxsKFVVsnMqkp+raxWlaqW5br1Z2ySDZtX5wz6m1bf80B4z6fV7FsYyFm/I+T8ULJrYa3w9cdfeHaupZu7SkE61/vPtEAURew62TTkPhnqehhJBAr9Nq2aj9fKaofkBXirtpXg6SnAW91AEMOdqEqMi6L4T0EQtgN4WRCEFACnAawEcCuAO0RR9ACAIAivwZcszxZFsV4UxVYApYHbEwShFYBFFMUhrxHRhZKiIFYfssGsYOZOSsUP/nDAsFVjpaS8ng9f//1JD1W3x4uXd1Ub3sBIOj7+QUdWRhIEAbrbqcy7OhUHz2priMRDYNArnc8XS07jpZJquGLU689qEuAmSxiCIIgBHE43HE53pIdhGOXVDiz5r52YMW4U9tSGVqGqRap809pA8dkPjuPEpU4AwdV20ZYUl9hb14w37r1hQAm7sfgUdjFYS5SeaMSLO0/jnT31TOrRaEiKA1dipTX5mdwWglKMVVnjCJmIlHC6PNhX38JllZieHIfb8yZj4ZQx6OztQ1Vdi2yFpt5N7f1V1W6PF/Mnj8Z1E1Nw+Fy74jneVHoa+8604KMf5uORbQdRXuMIGVMrNZ7kUa++VVGPXY8XcKlqpe3zcPuNkwd+IxKJNgvKnliGdUVVTN9Z6XuoqfYFgEMNbUzXopqEJk8jxlD7BjDIYkppsUMPZXssEkrot+vxgoEqJ73tZ3irFYzsQUAQsUZUJcb7+SaAX8LnGT4WwHEAK0VRfNfvPeb+/yOvk2ECq6IgFh+y/oljCaMT15HyZ9fTXz0YS7Lt2LRqvmzQYTULcOtU2ysFuH/4Xh7WFlWFxX8SkA96rWYTHr1lBr53Uxb+8+9H8cHhC+hknMxFC5QUJ4jhSUqCBR3dfRFv2kdEJy1Ot6FJ8USbGXMnpcJqNuH23CmarMdO9ifFYxERvl4ra/KzuBOGr39Si/ae6Ez4B0OKlQ41tHHHnVKMtb++hWuf++tb8P1l00JaJc6ZmIIffWEmDpxpxTuV9fjtjivXpFwVrB7Xrj8igNvzJsvGyUr3aVH0LWZ98YUylD3hK8R+p7Iez28/iR63sihDAPDmJ7WIs5rg6OxFxqh4ZGUkcalXDzW0Kc6Pbs+djJypY1B87BJSE2zo83q5E73vftqAh2+ZPmQulGizYOu6PDhdfXinsh5vV9ajoZmvkkdLtW9zF5/NFGtCU0l4ZiRalO2xTKSFfrzVCizvJx95YqQQdYlxURQ7ATzS/3/B3nM3gLsZtlWg17gI4+BVFAyHh2y4EtdySXmjeaAgG/vPtBjStEoAcOJSBx54Z59sCZ9eSXHgSoCbaLNgy+ocfGlDGeocwZVS8yeNxoGGVt32/4c99YOuB7fHi0MNbSi8JgMeUcRfNDYZIwiC0AN3n5eS4kTEcLo8Aw3p5k1O1bStWL+OpV4rvM0cw5UUl+L8+ZNGY+GU0djycZ3mbbZ1u/BAQTa2f34Rh8+1c32OX18lKFZlpveLW9bkZ+LBrfuZk2NujxcHG/iS9Epcc1UyDpxpkY2TWXB0ubCuqApb1+XhuomjQybFAd95dTjdeOaD4wN/4913W7dLdn6UFGdBVV0L3tlTj9/6LR6kxPOnMUKprRNtFnzvpmzcsySTuTeC1mpfn6VP8IazcrAmQFkbMerNSLXqiLTQj7X6hKW6YThZ3BIEC1GXGCdGHiPZDysSiWujsZpN2HxXDla/vld3lbUIX+MlqVGSEUFeYIArNaRSSopnpSXhzXtvwPLf7NLNRuYfn11Al8uDTavmY0tZreYSSIIgCCPoZkiaEISR7Dx+GS+WnMaOz/kaMQ43MkbFw+nqw1/2NUR6KLKMTbLi7sWZA0lPPRLjko/247fOwp2v7eX63MIpo7n2Jb1fSt6uyc/Etj1nBnzdV+b6bDo2Fp/iSo5t2nmaqQEoKzVNThy7qGwJFIryGgecrj5NVgu8+/ZP9krzIyUFrtoFHZbvFCxBv6++BVsrz+ha7ftyaTUOMgpreOxaeBpsGsVIsuqIBqEfT08BpeqGSCvfCSISUGKciDjkhzX8sJpNKLr3Rqx7q8oQ5bieJFnN6HJfsSUJDHD9JzjBqGnqwlvl9bqWwgK+idOXN5ZFjacnQRAEQUQbAoDf765h9osejggC8NHnF7H+g2OqPJKTbGZ0GXz8ZoxLGVBJ6uGrbU+0DiQIF04Zw2ynl+6XWEy0mZmuG7MgYMEU32eCKSlf2VWDVbmT8U4lW3KsqLwOLo8Xm0pOh9w/D7192hcrRdFnzXPtBG1VGCwoJXuNUDwnxbGnPwIFTPnT0/Hgsmm6VfvyJq957Fp4K0eMwKjGstFItAj9HijI5vLqlyPSyneCiASUGCcijhF+WMOVWPL5kpTjcqWIgcnoSCEIQPlPCvH5+Q7ZY8oTsG7ceQqj4sy6j5GS4gRBEAQRHBEY0UlxwJe43Vur3o7D6KQ4AFTW+lTIiTaLLj1pkuItA1YkT/39KLOdnn9icV1+FpOgwSOKeK2sFvcXZCsqKVnFESKApi4XfrdT36S4nlzu6MFdU6fq2hhUDhFAwcz0IX83SvH8wz8exF2Lpqq2gtCz2pc3eT1/0mhmu5ZICsm0NCKNNZyuPmzbcwaVtXxV0kadHyW7J5bqhmhQvhNEJKDEOBFx9PTDGq7Eqs9XMC/1uZNScdOvSgwNtFlYnGVHaoItaIDLE7C6PSKanbHVvIogCIIgiNjGYhLQFwMNriUV8pr8LADKykYWGlq68euPTmDb3no4utxMn7GZTViTnznw7/tuzsJLpaeZkupvVdSjzyuGVFIOFzJGxeuygMHCe/vOovRE46A5jVGKZ0enK2qsIHiToxNGJzC/l1dI9tMvX4ODDa34x2cXuD4nh5ZGpLGC09WHtUVVqKhxqKrSMVLop6WXWbQo3wki3AzfuxURM0hBV6hnykh4yMoh+Xw9v/0kHAEPKsnn676398HtiT6fV7fHi4pqB4qP+Xw/l18zDouy7Ui0WZjOuZGMTbJh8+ocxfc4OLvEEwRBEARBhANBAPIyx8ZEUlxCahAKXFE2PrZiBtKS47i3JYrAppLTzElxAHD1NzKXONTQxqw0b+zsxSu7qrnHGYsIArAydzIA3wJG4awM3981bNNiUv504JzGKEVtoBVEJOFNjr5/+ALznE8SnoU6ZwL6G8cunornvzsv6LmW/l0wM31A4R/sPWobkSohzSk/PHIBFdWOiM57na4+LH2uBOXV/Elx6XiHQ+gnVTfcOmc8FmXbmXIoZHFLjFRIMU5EBXr4YQ1XYtHni0Xh7n/OWSmYmY7DZ1vR3OXWlFTPyxyL1++5AYm24LdAp6sPLxiskCEIgiAIglDDkml23DQ9HZW1zZEeCjMZo+IH/TtQ2fj6JzXY/jl7XKgGf9FDM6cAQg//7lhgcZZ9IEZWsmbgoc8rYnxqPC609ci+HjinmT95tKr9sBINVhBqvPZZ53xqGzGy2HAAUG3VwUs0Vk2vLapCc5e6hHC0C/2SOTz4gZFtcUsMLwRRTe3HCEEQhNkAjhw5cgSzZ8+O9HCGPW6PV/Yhm27AQzZWcHu8WPRsMbPNTPmThRE/RoGdrIMtcrx650I4XX2Y+/PtzNs+9NQKFJXXay7p3LYuL2jZlxSAvbKresR7lhLqiDMDvXTpEARBhI1EmxndLs+ws7MIxYTUeJwPkmiMNgQBOPrzLyqKEl4rq8HT7x8zdByp8VbcvWQqAODN8jq0dbMrzkcCAoCDT62QTXj59zqKs5pw75tVqmwkQu0/LTkO//c71+HuN6r03bgMSnOCcLCx+BTXvIZnzuf2eHHf2/tCCs/kLGVY+loZ3fuKZ04Zrvmv09WH2U99pEopHonxsiLNf4vKa5mqcKIp90AQchw9ehRz5swBgDmiKB4N9X5SjBNRgxY/rOFKLPp88SjcE218zSr/XHUWDxRkY/+ZFpT270MNwcq+/AMwgh2rWWAuRR7uFM7KwMlLHTjb0h3poRBEzJM+yobGDirTJeTxTzRcNzGVufHhcCJWkuIAkJdpx6GGNsX4fmXuZKz/4JjuyVZ/2nrcYbtWgiXzjGZ0ohWtTnUJfxHA5+c7ZOcTgY0nF2XZUV7N13SQZf+Nnb041NDO9bmUeAvae/h7/fjPCaRGipc7epAxKh4rcycrLuSwECp5zFtByzPn09KIkaXJqJ6NSOUwumpaTWJ/254zqu5P9mQbls3MQMHMdFTVtURVfiNwAYKFaFe+EwQvlBgnog6jH7KxRKz5fPF2sv7avPFc26+sdWDGVaPg0einGazsyz8AI5T5zsKrsfyaDKQm2HDthFFY9utdqssKhwvfWjARP/vXazGPowqCIAh5bBYTvr3garz+Sd2IsS8ggDiLSfZ8J1hNEARhUCVXYGn/4XNtqhs5EsZiM5tw4mIbVm6uHPhboBWC2+PFlrJaWEyxv9ielmzDHblTsHXPmSHJyNtzJ+OdPfWGNaC3J9mw80c346d/O4L/UdlIkXU+sWV1DvKfK4HDgPjvz/sauN7/4u0LYDGZsLe2GS/sYFdgpybYgjZSXP/BMSzKsmPL6hzuBLnT1Yen/n4UHx69iA6/hH3gdT/gtf+ng/ifQ+zni+UcSYnf6eOS8cJ350IE0NXbFxPCM945JU9luRZ7Fv8+CSwsvyYDYxNt2Hn8Et7bdxbv7TvLvK9wobQAEchIt7glhi+UGCeIKIbXtyvSPl+8CnfeZMf2zy9r9p5Mibegz+sdaNoiKQWS4ywoKq+lCTUDhbMy8Mw3rxuYyL5cWg2IIztxFW8R8F/fuh5vldfR9UMQOuDq8+LlXTWRHoZhJFhN6HaP7PumHI+tmIHrrh4NR1cvzrd2o7PHA7MJWDBlDBZOGaOoOA6mjFSrJCX0w+XxosU5+HqXmi0ebGjFplXz8eDW/cNGnLB60VQ8tHw6HiycJqtINZkEzbaAgQiCzxt8c38Sd2XuFNWJcdb5RKLNgrInluGbL32C4xc7Ve0rGA0clXfpyXHIy/KJqspO8V1DmWkJWPpciay4QxSB8moH8p8rQdkTy5iS426PF5t2nsZLpadlF3j8r3vJUsNqNmHljVO4EuNK50hN4tdoWxRejKqaVlJHy52bQAL7JISirqkLxY2XVe0rHLAuQEjYk21YvWjqiLS4JYY3lBgniCiGtSmL5PMVjg7XSvAq1nOmjsU7KkvS1NLe04c7X9s7YONCPuLsWM0CHiyYhgcLpw0kxXlL74YrgiDA7fHiQnvslLUTBBE5KCk+FEEA7ugvzVaj5gtmyefxenHHa3vD+VUIGZSsENYWVeluyREp5k8aPaCkDFYF62+foYcg46bpaXjlzoWDErdqGjuqmU8k2ix46l/nDKoGCDd3LZoCAKrsEP/t93tCVjw6ulxYV1SFrevyFN/HYskoZwHi9nhRWeOAICDknCjUOeJN/EZjc0vAuKpprfYsvHZP1Y1dqvcVDlgXICRe+O485E9PN3BEBBEZaJmHIKIYqaN4qGdvtPh88SrW7Uk2LMqKjG2O0+WhpDgjcRYTvrVgIg499QU8umLGwHXGU3o33Ol2e7GuqAq9brqmCIIg1JASb8He2mZ848VP8Pz2k0Mm61JS576398Ht8VV+VVQ78OGRC6iodgxUgknJyFvnjMeibDtys+xIS7YN+wXcWeOSIcTglxQAVNQMj6R4gtWER26ZjuJjlwZdk4EM2GesmIG05DhN+yyYmY7X7r5hiJqZdQ7hD+98QvoNOrp6kRIfGb2dZOmg1g6xzuFkel95jQNOl3LlCc8YJAsQp6sP33urChuKTzElW0OdI57Er5REf377SThC3G/DjRFV0/7qaCWkcyP3vRNtFua5q9UsaNpXOOBdgOjqNb76KtiznSCMhBTjBBHlsKhKosXnS1KnsK48V9W1GOpPGC7Skm24KiUeR86zNwqymAT0afBKNwmARqv1oCydZseCKWNgFkxYOGU0crPssiWXPKV3I4HyGge+MX8i3saZSA+FIIhhxJhEK742bwLeqqjXfN+Pt5jQE6We7W3dfbj7jU+Dvu6f1Fn9+l6cvNTBpHCUEoR6WleYBQGecJa7MfAfX7kWC6aMwTuV9Xh++0n0xEhVgjjw/2IfQRAGXcNKqtvACofSE5fw6u5a5n2Nirfge/lZipYGvMp01vlEMJUxC3rGrwUz0vDqnQsBwPCYVBR9jRfX5GfJvi7Fxczbg88C5Km/H+VK6CudI15f7j6vaGhzSy0YUTWtlz0Ly9yV1cKL1wpGb6LJtjVaqxeIkQFdWQQR5UiqkkeXT0dCv/2HP4k2M66bmBqBkQ3Fajbh9twpzO/fuucMrGYTyp5YhiXZ9phTOs2ZmIJ31tyIiieX428PLkFaMluwEGcxaUqKA8YlxQHg2IV2XGjtwbSMJJhN8o8JKbgcJnNZXRBF4KOjFyM9DIIghhktTjdGJ9jwUKH2xIRrmCivyqsdIRXlEm6PFwsmj8aciSm67T/akuKA77mcaLPguomjoyIpbjHFWFCnA90BlYgsqlupwqFg5jiufb18+wI8tHy6YqKIVZmenhyHx1bMGOR17HT14bWyGjz7wed4raxmQC2tpDIOhnQljE606hq/zrxqFKxmU9hiUiW7PF5LCokPj15krmZ5qHCaoh8163GQkrFvfFIbtYpmI6qm9bJnkbz15eauggAsybZj/dfn6LIvo5EWIFiug3QDbVujuXqBGBmQYpwgYoRDZ1tlrT+6XR5sKD6Fw+faItq8Q4Lngem/Qr51XR6crj5s23MGlbUOzU02jSTRZsYDN2cPUemwKtJ4m46GG0eXO2TndCMCOAE+e51VuZPx8q5q2aZF0c72Y9F73fpDSn+CiC3e+KQOFT8pxOFzbdh5XP19xshF1UgTqHCU7BUC1WcsPr6xyNY9Z/C9m7Owt7Y50kMBAM0CgFgh0WYeiM+1qG55FLL2JJ8Q48MjF0I2SpTz3k+Os0CEzxYh8PNOVx/WFlWhosYx6Hey/v1jmDEuGddOSOG20UtLjsO/3TAJm0pPM36CDakRotqY9KqUOFxs7w39xn6U7PLUjqGDozHwpbYexXke7xiiXdGsVPEg/ZunalpPdXSizTJo7nq5owcZo+KxMncyEm0WVHD2TDBSia0Ea0WV0batWr3fCUIrlBgniChDriu4kmddtD0seL3H/IO4RJsFa/KzcO2E1KhNjM+fNBpb1+XKdqZnCeBiEblmPUYEcCJ8jdcONbSGNSmeYDOh2xXdixV6MntCCo5y2P4QBBF52nrc2FffgnuWTEVynBm7Tjahrdsd6WFFJQKAovI6VNW3YNdJmebQ/Y+X6yamYMa4UfjL/nNhHqExNHb2Iu+ZYqZk10hGz3jsJ/8yC78vq0G3y8NkXaFke8KToHK6PYMayrJYDQQ2ApUSegfOtODz821YmTsZALD0uRLZZpQigBOXOnHiUqfi+ADf901JsOKZb8zB2CSfyvSt8jpdF6QEAQNjVhOT2pNs+NEXZuJHf/6M+TM3TB0b9DU1Y2C125D48OhF/PKb1wU9x0YmVyOhaJYqHl4prcZbFfVo7LyyiJGWHIe7Fk1R/E0FYoQ9izR3Dce+jELvBQheeC2AeM45QbBCiXGCiBKC+WqlJdngdHti5mGhx2o8azARTtIZAjClAC7BT1EUa8gtvvD6ySvhH3SJIlQ1T9LCSEqKW0ygpDhBxCjf37qfS104UhEBNHW5sOuksvrs8Ll2LJ81DgUz01Ea5ueOUVBSfDCTxybA6fIMjquT43B73mRABN6prEeTih43UjLr2gkpungWS7B6ggezbPEXMAQjmCL86fePIc5i0qWqUQTQ1u1GaoJ14Pte7ghuQ6KGvEz7gEiFd96wKGssXrv7BhxqaOPaZ3q/Ql0ONXOXW2dfhT/1V2ey0N7Th8oaBywm0yABlXS+eZKxKQlWrsXVSCqaAyseQlVJKG0rXOroaFFis6D3AgQvenm/E4QWKDFOEFGA5KtVcmKosok1YI+Wh4UeK+RGNMpSS0q8BV+cfRV+/rXZsipxfyS1//RxyXj+u3MhAOjs7UNynAWPvHsgZhPjEoGLL8tmZgzYrWjBnmTD6sVTsSY/Ezf9qiSm1fXRTpS7+BAEoUC0JcVnjkvGdRNT4fZ68feDFyI9HFW8vKsaVgPzEanxViyeZsc/j1D/iUjQ7fJi9+PLcKihbUhCze3x4kBD68ACCg9SMquTs0oyVHJYKUGlh2WL09UXVBEO6G/19/2t+7E2PwsPFGQP2J7oRc6UK/MHnnnDw4XT8O9fmOnbxtQxGJNgRkt36PjcnmhFztQxspW9VrOJe+6SmZaE//OVa/DPoxe57u2BC6SB1QKsydh7lkzFO5X1UadoVjq+esxvw6mOjrQSmwc9FyB40cv7nSC0QIlxgogClHy1eIn0w0KvFXKWYKJgZjrWLs2Eo8uFx//8mSHe3R09fXhv31k4ulxBVThujxebdp7GG5/UDlJrpSfHYVXuZJxtccLRFfsl79Liyy/+cRRPfukaFMxM1yUx/tt/m4el09NRIdNMjSBGCl+5/iocOtuGhubuSA9lWPLDW6bhhR36+tuORPwn86/euRAAsOjZ4oiOSQu9fV4EcxieNCYeDS3qVK4/vGU6bsy0DyQVVm2uRDmn5yyhncbOXuyrb0H+9PQhr71cWq0qKQ5cSWZV1bVwfe7VXdX42ryJiu+RS1AlxVnwwz8e1GzZsraoKmhS3Ajae/oGlOwvfHcu1n9wTDc7lXc/bcDDt1xpPsqahJQWDaRK3V5Gzcqdi6fKVvb6J6b9xxCK2qYu/PCPh/CFa8dx2TkFJtEDqwVYj8ODy6bBJAhM87Xp45KZx6eWYJXTLDZBPIRTHR1pJbYa9FqA4EFP73eCUIsgDsfuMzohCMJsAEeOHDmC2bNnR3o4xDDF7fFi0bPFutmGbFuXF/HyIrfHi/ve3hcyKNu0ar6sisd/O3LBhJytycbiU4YrzB9bMWOICsfp6sOXN5Sh1uE0dN/RhiAA147Xx6v6lTsW4NY54/HhkQu4/539OozOGKxmAX1ecVg2bSMijwAgN2ssRBHYEyXN84YLaUk2TL8qGRXVdFy1Evj8/fhU4yCvY8Kn7K36j1sGVZk5XX3If64EjjAmJQkf101MwV+/v2RIfKk29l6Sbceb9944oDrPe2YHl/jhB8um4RG/hC4LFdUOrNxcyfz+wLmA09WHovI6PPfhCeZt6M1jK2agosah6wJR4PdknTcEVuqGugYKZqZDFEXsOtmkOK+RFgtfKa3Gy7uqmSpFHyqchld0ajgvzVN4joM0XwuF9P2MSOIqnY/A46vn/oOp040gnPuKNVjvx1L1QvmThXTsiJAcPXoUc+bMAYA5oigeDfV+SowrQIlxIhzwBrvBiLaHhVJQdnveZIgisHVPPZMqgCWYMHrSKXd83R4vvvDCbtQ2dRmyz5GCNLHR67dgFI/eMh1zJ6Xi/UMX0NPnRWqCBVv3NER6WMQwg6yE9Ie3wRkxlK/OHY+VN04Z9Px1e7z4xouf4Mgw7lsg9P8geX+Tckkcp6sP64qqUB7g7TxcSEu2QRTFqKyQCxQ2qI035GLB1a/vwa6TTVzb4U3y8QoHJMFBMD/xcCMdtx2P3YTCX+/SLVafOS4Zf3twyRCrw1DzBlYxTaLNjAduzkafV8SG4lMh3++fmF70bHHIKkjpuHz3hknYVKKtoinYPCXU/Mnt8WL163uZFizkBEJ6wHo+jNo/EXnoGiD0hjcxHvnsGUGMcPSyPomG5h3+SKWg5U8WYtu6PLxyxwJsW5eHXY8X4FBDKzYUn4IjIGCUygHve3sf3B7voG0tyrbj1jnjsSjbLvsdt5TVGqrE8vdwl9i08zQlxTUgwLcYIvkWzp2UCkt0XL5DyExLwtsVdbjnjSr8ef85/O9nF/DhkYtR/RAN7FdAxAbDMF8WcSgprg0BQEV185Ckysul1cM6KQ4AooqkOHDF69mfRJsFW9fl4ejPv4ibZ6TpM8AoYsa4Ueh2R18jC8lexD+uVBt7y8WCM8aN4t6O3PWhhBqrAclPvLw68gsx0nH7/HwHyp5YhiXZdt+ikx+CAMyZkMK13ROXOpH/XAmcrsH3eKV5g9vjxVsVdUwxUqLNjDX5mdi6pz7k+/2vM95mgmYTMH/SaIYRhd6W/7XJMn8CgJOXOkJuX+53pAes58Oo/RPRwQMF2SiclQFg6PxF+ne0+LETw5NontMTxIhAq09WrD0sXt1VE9RPPbB5ECs8Qa5WpMmU2+PFm+V1Ydjj8CVwMWdLWW1UNofMGBWH2qYuNAeo4BxdbkThcAfQex6cGm/VeYsEQcQCUsLlrfI6fHjkAspONaL0xCVsLquJ9NDCwnUTfck6nhhDKYmTaLNgy+obBpIAsYx0TOxJNpRXO6KyybhcwlBr7O2fWL8qhb+pJG+ST2psz5I8lAQH4fYTZ6H0xCUcamjDm/feiKM//yJ++uVrcN9Nmfjpl6/B0Z9/EX97cAnT9/TH0eXCuqIq5vdLSWuWGKmp04Vte84wvd//OuNdeNlQfBoHGlqRaDMj0WYe9FpKPF9LON598ybxeX31WffPc3yJ4Yfkx/7YihlIS44b9FpachweWzHDMCsfggCo+SZBRBwp2GXxOZQCJv8Ahqd5R7i91OSaqAQqROTwbx4EIOSYWYM6PZAmU74xRV+5sBLfXjARf+Zo8GM08yeNHjjHbo8XReW1ER6RPJc7fFZAI13J+4uvz0bGqHg0d/ViS1ktDjS0RnpIBEGEkaffPxbpIUSEx2+dhYNnWvHmJ7VwONme+/5JHLm+L/5N2TaX1cRsVYPZJGDGuGR8fiG04jTS+CcMeWJvOfwT6ytzJ3M3lfRfbLpr8dSQsThvY3u3x4uKmuhr9vrq7lq8urtW0Tpx2cwM7sbu5TUOOF19QyxV5OBNHF9s52vAK81X1CA1V50/aTTW5GfCnhQHj9fL1ceBd9+8x0OvSudo2X+kIe/xK8g1Hh7px4QIH5QYJ4gIwxrsAsADN2ereliEq9O3//78m6j4wzJxkCYMP/nrYZScuBxyzFqCJKH//7GMKy3ZNmD7EYuB2aSxSZEewiDW5GcOnMNPTjdGpS+pwHhtjAR+8pfDWHtTFn5QOA1fmH0V/s9fD+NPnJNXgiCIWCLJakZelh0Lp4zBGyqqxJRiBSkJMG/yaNwZRQ1MpT4HqQkWtHUrJ+z7vGLEkuK8/Rj8E4Y8sXfgPtP8LOAAXwXAoiy7qqaST79/DK/sqmGKxR8oyMbBhtaQje3vL8jGW+V1UR27SNaJBxtaBxpWys1TWBFFYNueM1iTnxXyvbyJYxabkcDtq114kd57oKEVtY1d+Mr1E+D2eJm2JXdtso7XyPdH+/7lCEeyOtxz81hCsgAiiHAyMn9tBBFl8PhqsfrFSUhJ6ue3n2T29NbKy6XVQe1SeHhv31mmMWsJkkQAV49JYHrvzH4fyYpqB05cjA51VKLNzFRyOirOjMsd3YaPhwd7kq9Uzu3x4vE/H47waOSJ5olluOlye7Ch+BS+8MJuuD1eFF4T+zYABEEQSlwzYRSsZpNqW4qkOAsqqh348MgFVFQ7ZGOtvCw7t30EDxaTwLVt6bEXKikeabiS4vFWOLp6B50DpdhbaZ93LZoCAIPO68t3LIA9SV0syhqL81gNXO7gUzkHY1xKHHKmjEaS1Rz6zRz4Wye+uPN00HkKD6zfmceWJi3ZhiPn2pjHkJZ0JYl616KpqudA/lY7rNtS22tq7qTUIfYtwUiJt8Dj9eo6Z1RjE2QUbo8XG4tPYdGzxVi5uRL3v7MfKzdXYvGzO7Gx+JRu3zsSc3OCIJQhxThBRAH+JbVvVdSjsbN34DUeqxQ5lJLUgZ7eenR59vf71iOnyDJmLSWxBTPT8VkDm1/dgTOtTF3mjcZfGXTdxFRsKD4V8jMdvR5s3dNg+NhYCFS1bNp5esCuJJrIGBUXleOKNLVNXfjyhjIsmGLc5IQgCCIa+MLsq+B09amypUi0mfHDPx4MsL+zYdnMDBTMTMfYpLhBSTRe9TIrS6bZsetkkyHbNpoEq0mXhp5tPW784A8HAAxWZAaLvQOR4q6Cmeno84pDYsH05DisvHEyquqaUVnbzDW2YLF4MNUqi9VAxih+33M5fnzrLHxjwdVwuvqw6NmdulsICgB+X1Yz4E2vZd7A+p15bGl4bV0KZ2UMnAclhX8oAq2YeKoFeHB7vHhw637m3gDtPX2447W9uqqaeW2CjLQAXVv0qey9MrDCQesYwj03JwgiNJQYJ4gowQhfLdYktb+nt9aHfbj8vgPHzDupFAB8+frxuH5iKkr7g5NQON0eON3hbSw1Z0IKLrb3BPWVB4DD59pUBd6Rwj+4dXu8eOOT6GzgRknx4NQ6nKh1OCM9DIIgCMMQBOCOvCnYtueMquohp8uD7oCEU1OnC+/tOzuQbJMSTGvzMwcSX3oiCMDGlfPxwz8eipk4QRpjvE5J8UACk1z3F2Rj/uTR2FffCo/Xi3Ot3dh1snFI3HV73mQcONOCDcWnhqhbmzp7sankNApmpiPeIqCnj/8oS3HtmvxMbCmrDWqxsDY/E4ca2hTnCWp8z+Uor3bgK3MnYNueM4b01REBXRq2CoLvO7PCmmgumJnOlRi/aWb6wH8riZ5YkayY/LdVVF6HJr/qFXuSDasXT1U1h/NP0PKgd6LYqMQ/K26PF6tf3xvUDknPZHUk5uYEQYSGEuMEEWXo6aulptO41n03d4UnmSinpig5fpm5IaAI4H8/u4D//eyCkcPUhADgUnsvdj++THESJAXLL++q1mWCYRSBwa3b48VP/noY7T3RO+aRwuhEK0QRMddQliAIwigWZ9mRaLPgAmfzPX9C5SX9E0y/+vZ1yFlfrHpfcsxIT8Ln5zuwadV8vFZWqzpBF07irSZkjIpDfbMx9m/+Sa7Vr+/FyUsdQxLQt+dOwQ1Tx6Czt28g7nq5tHpATRpM5ckqtAg2rsbOXqzaXImDDW1Dku+N/dfKpp2n4PJcGYGceleL77k/7x++gJ3HL3H3gFlxbQa2f67vIo8S0m+VFdZK3ao6topSCcki0H8//qKnvbXNeGEHu4gn0CpSBGQ9N9Wsf2ip8NVb1Wxk5XQofErxKqbfih7J6kjMzQmCCA0lxgliGBPOTt9SE5HXPq5VvQ01wZm/mmJtfiYe7C+VHQ5IQdGhhjbFoMhqNuH+gmy8WV4b1YnxQKW71KCViCyZ9kR8+foJeLNc/W+XIAhiOGFPsmHz6hy4PV6U6Kzi9sc/wfTvfzqk+/ZPXO7Cys2VSEuy4a7FU7Hr8QI88M6+qLZWESAYlhQPpLzaIav+3lB8CoWzMgbUsHrbBCpxsMHnaR1sP/5JcSC4enfL6hzkP1cChwpvfAmny6MqrszLtIctMS79VnlhqdTNmToG9iQr08KAPcka1P9aEj3lTB2DtyvruBtpSp7UJScah1yvjk6XKvW2HhW+eqqajaicZsG34MU2F+FJVgezQgrn3JwgCHYoMU4Qw5hwdfpWCtiUEITBzQ3TkuOwbGY6/sRRtug/5rEBSo3hAktQVFXXwq3o4eXOvMlItJnhdHnwduUZ5s/98JYZuDFz7KDgdmPxqbAlxZ/44kyYzQI2Fp9GZ290NxMLJwKAL84Zhwut3dhUcjrSw4ka7IlWXDU6AWeanejoif7rJTMtEeeanXBRjyaC0IVJYxLwvw8vRaLNgo3Fp1Dd2GX4PgUA5ae1qXuVaOryJc/2n2nhaiYYCcJtWcfi8Rsum0A1BI7XP7H469uux+931aKy1hG2ZuIp8RZkZyTBnmRFc5fbsIUEQfApxTevzmFWiztdfdi25wwud/QgY1Q8VuZO9qnrgyQ5rWYTZl6VwqQmbu/pw8ul1Yq+22r9tI3wpNYj4WqEqlnPyulQSAtevAQeO/8keHKcBZ/WtWDrnnpZK6QFk0dz7Uvt3JwgCD4oMU4QwxjWppSBygRelAI2JR4pnI7cLPug1XQA2Hnisqox8yg7YgmWoCgcioIl09Kw/Jpx+Pc/HuT63MyrkgcFueFUXgHAcx+d8AWkeVOw5eMauD38e/3q3PHYcexyVCvyeREBfHjkUqSHEXGsZgFfnTsBhbMykJJgxZayWuw6ybfIFwlsZgH335yNQ2dbUdtEfu/RjABgw7/Nw6d1zVyLikRkaGjpxg//eAibVs0P27NKBNDnNf6JyGv1ofW7BwogYgl/NWwsqDYFAC/vqsab5bWD4uD05Dg8WDANKQkWXO7oRX1TF7YfM07N3d7Th7vfqEKizazb70YAMDbRivsKsuHo7B2U1GbB6erD2qIqVNQMXiBY/8ExLMqyY0uQ5Lrb48XJSx1M+3B7RCblNktTTn8/baM8qfVMuKr5fQRTVIcTtQte0rGTqqUD+wHIIVV2FMxMD8vcnCAIPigxThDDmHB0+lab5CyclYEHC6fJ7lPNmKXgxIhGTZGCJygKh6IgKc6iyv4kcGyRUF41dfbi5V3VWDrdjvomJxpa+Mq0V944Bf/1retx++Y9zD72RGzg9oj4y/5zaHG6cd3E1IGS2mjN5STHmfGlOePxn1+b3Z/Ej15LBMJHaqIV/3LdeNxy7Ti8o7KRoxwLp4zG0XPt6OnT77k3f9JoHGhojYkmjUay8/hlPPX3o1GrEgYAswCsuHYcymsc6OjuM+R8qdnmdxZejeXXZOBcSzeefv+Y7mMKF/5q2FhQbUqNLAMX8KXGoJlpSWjvdoVNPBLYeFYLIoC7l2TiezfxN190uvqw9LkSNMtYyoiiz04n/7kSlD2xbEhyXE28Gkq5Lflpv1hyGr/fXTPkfCXazLhuYir3GHjV26ziKRZ4fh/BkslyXvlGoyahn94/L+OtlvbvQ7A4247yTuUqBC1zc4Ig+KFfGkEMcx4oyEbhrAwAsv1aAGjr9C0FbKxBVWq8FY+tmBFSTcEzZik4eX77SV0DcQBIS7Ih0WaOiHqUJyiS1PJGIMB3HP77wDmupLiAKwGkP5FQXknX58enHBibZMXtuZNgZjip/t8h0WbBn+5fhMdWzEB68vC07RnJ7Dx+GZvLaqJeKR5vMePqsYkAMLAoSUQ3rU43XimtHmiIpxdfmjMe+3+2AnMnpYZ+MwPpyXHYui4Xj62YgbQou8dJz6GrxySEbZ8fHb0Ytn2pwSMCHx69hHaDkuI8+Mdmz3zzOtw6ZzwmhvFcGcne2mY0d/UiNcFqyP1W2ub0jGQDtn4l/qlt6gprRaX/NWllCbhkYJmnuD1eVFQ78OGRC6iodsDtGbxQuLaoSjYp7o+jy4V1RVVD/q4mXpWU24HjCORQQ6tsFWK3y4MNxadw39v74PZ4DfOklsRTmipCIB/nB8N/vuYISPZLimrpe4cDNQte0rxMbbW0AODkxQ4UzEwf+Hfg64C2uTlBEPxQYpwghjmSMkFuopuWHBcySR0K3oDtl9+cg4eWT1fcH++Y1QYnobht4dWo+Mly3H9ztqrtzp6QEjTw8UePoMhqNqFw1jjuMbIgAuhy9eEv+89xf04usR9p5dWhs+3YuqcBLI4qgd9Bag5U/mQhtq3Lwyt3LMCdeZONHTARNpwuT8QTTKFw9HsF3755D9eiJBE5/BMlW1bnwJ6k/R4oCBiwEvj/vjBT+yDhu9cl2iwD97i319yIORNSfPvTZQ/qEQGsXjwVN09PC9s+22Ogx0C0IBebRfpZrxcv7DiJB/9wAG3dxvhlJ9jMSLSZcepypwFbjw5YbYKEgBuN0jzF7fFiY/EpLHq2GCs3V+L+d/Zj5eZKLH52JzYWn4Lb44XT1YeKGjbv/vIaB5yuwb95Ndewv3I7GP7zFrnPA1eU50b2i1ISIrHAq2rm8UoPB5JqnvW7F8xMx/0F2YOqpXkR4ev5sGZpZtB57qO3TMc9S6ai+Ngl2cUegiD0h6xUCGIEYGSnb96Azc7YIJN1zEb5VQvAQPDm7wfIw5P/Mgu5WXa8UlqNtyrq0djZO/BaenIcbs+dDAjA1sozg15LS47DXYumcHd5v3lmOt7jaFzKgxqLmmCJfT3LN41Cup6CfQepOZDb48WRc+1hHx8xcpF+M7yWPl+dOx4V1c2D7jWEPFelxOFiu37HKbDEveyJZfjmS5/g+EX1ibC8TPtA2b8eTYVtZhPW5GcO/NtqNuHAmVYcOe+7v0X6Xi3di/95+AK27m0I235HxVvQ2RN5RXY0k5pgxa7HC4bYUMTCsz6SpMRbkJmWiENn2yO+8ORPWrINHT196NXRoonVPkoUgZ9++RpMHJOgOE9RsrGQlMcHG1qRlzWWa9/b9pzBmvysgb9puYaDCYd4PcPX5Gca5kktCZHk5ilpSTakJFhR09Q1ZKyhYmQ5jPJK1wKr5SgALMm2Y/NdObCaTaio/v/bu/f4qMo7f+CfJ5NMQhIIkAQvyCUJNxe8IGgAiQaQLbu66/aiFkVpC7Raaqs/dnvbdnvRarXbWl2tuoiKiti6vdfWVoEgNoByFZBrwh25JECABJjJ5Pz+mDnxZDJz5nnOZebMzOf9erWYyczJmTPnPPOc7/N9vk+z7TJbrefbu93n6gt3vrJqL37+9s7O56aizAxRtmFgnCiLuLHSt9sLfCbaZ7fqVUcHMp69cwyeWroLjy/dmbCTrb/X6spSqQD/3ElDHBmwkB10SIZ/vfwi/PS2K2O+D5WOaKqYDU7oCwY1t57HcysasWF/S4r2kkje9GsG4ae3XolfLGvAY29799rzAieD4kZ6oKTQn4vv/csoTJ+/yvK2xg76+LvUiczcQKgDG/e3dH7fJnuR5HiECC/Ura9JUt6zIKl/f9rIC20NOBf6fZ5btFkIYFDfQuxpbnPk8205G+x27uh9mknD+7k2YG9VeXE+hl5QjPoGuUxiGVYWGT11rh0bD3hj4En33RsvxV0TBuP//XID/vjBRynZh/59emDaqItMnyObeXxKcVbr0dPnuvxsp78ar11WrRm+cX+Lq+tFmd2nAIgdNLeQwKP6vlc1NqNmaLnSe7FCZjHU2uHlnUFxwJmSkPr5YUy0kRnssTPLm4jiY2CciGxJxgKfZtyuV61vP8+Xg/umDoMG4PElO01fE+u9mgX4nRqwGDu4D3oW5OK0B6Z/T682/6xlOqLJJgA8/tkrUd6zIObghMrq80Re0xoIYnVjM7xxtWUnY6BEH1S22pYsfm8fqiv74sz5dhTn56K0KM92/WDj92kqFkmO5WtThuK+G4Z1/jx2cB8U+3NwJuD+1PJCvw/fuelSHDl9Du9YWOR28oh+ePL20di4vwXNrefxzvZjWLrtKJoS1Dt2m6YBe5rbUFFWhNPngo58zi1nA3G/I/2+HAQ8UApgVP9e+Oa08Ew+APjSy2tt9UFKCvLww38biabT57Fu3wm8scndmvT6cXSzz9S/Tw/k+XJw29UDUhYYTzTQp5J5/OEhtRl9/WIMvKnOGk2UCGSlZrhZn9lK9nYs8e5FnJpxrPq+5y5ah0+MvBC1w8vRtyjfkVnOsZhlzZfHGQCwMxgd7/xQKTMTb2FXIrKOgXEisi0ZHbZ4VDsn1w8rw3KFG9zo7X9l8hBsOtiSkveaSJ4vx3Z2m12yMwPMOqJW/y4sZGwZaQCOnT6Pf72yP4CuWW/F+bmYv6IRy3c0eWrKM6WvZA8IzV64Nol/jaLl5+Z0WSTT7syZptYAZix4r/PnQr/P9j4av++ORWVOJpPxu3TupCFdfpfny8GkERckJWjXFgjha69twMlWte+nkoI8zK6p6Aym6MGmmy6/uMv3yvbDp/HY2+YD7W7a3dSK+6YMRXVlKVrOBnDwxFk88MZWS9sqys+Nm+2o18fNEYBkqWlXbD54Cn/YcKhzNp/dPkjLuSD+6/db0HLW/QUtv3vjpZhePRALVuyOkb3rR1sg5MjMBL0NqK4stTVwF01ELmonZpaqZB63KZQB1NdtiGY8V55e3pDwOCdKBLJSM9y05InF8otA136uWcDbiQQe1fd96lw7Xl97oPOexs1yIqolR+2U2Il1fnixzAxRtmFgnIhsc6vDJkO1lMvTM8ag5pGlCTPr4nXQU/leZfzg5pH43YaDCMqsLOkClZkBxo7oqsZmfHnROsvZ7hqACZWltqdGf3TqXMLMcObbel9Bbg7OOVgf1Q1lxfm4Y9xAQAMWrd7H2t8Z7nx7B77y6vou06Ctrl8Ry1mbQbHyqO+7Z5YnZ/GzWBJ9lyYzm7UuzgJ5Zn70qVGdQfCVDc3dgix6gCkcKEpdYFwg3PboZWqCoQ48vbxBKRiq95XW7DmRMNsxlUFx3a/WHsDS7Udx1/jBuKe2qlswTHWwIhlBcSCcya0vjBsrePd0XYOt8nTRfV6nS96Nl+ifyfYf3ZopOqGytFudfJ3eX51VU4E75q+OucaHbHKM1RKUTq4XFa+f62bw2e6aA8koJyI7AGDn+tAX8DRSLTOjl/kkIucwME5EjnBzgc9Ef1ellEuhPxczJ1TYKv2Sqvcqo9Cfiy/XDklY7sUtVrLl83w5qBlajjk1lZZvwvQp6195db2tINOybUex88jplGeG98jz4WzQeqDr01f1x182H/ZcbdtkEAKYXVOJJ5ftSvWuxHTT5Rdh9IDeuLCkoHN68NzJH68zUJSfi68tXofjbakviZQJvFKqCeg+DTrPl4Mnbx+N//rdZvxuwyG024gc2n2P+vddMNSBx9/eiQ8/Om1zi+pKi/14/LYrOzN647GbzfrdGy/FzaMvxrU/XuboAoO63j3y8MSSnQmDTmMH90GvglycSlH5s+ggi5VgjwbgjuqBeGX13qRda3k+gfaQZvlvNZ0JdAuweWWwIh5jtm2s4J3d8nSx+rx2B+6MgWJj/8zubEsn1lSI1rfIj/kzxyZ8XqE/F7+6ezyeWroLL/x9D1rOfTwwIpscY7cEpbEm9Zo9J7Bk6xGle5BU1bK2O9jitXIiTpaEtFJeh4icxTkYROQovcM2bdRFnTdabruntgqTR/QDgG6dPP1nY4db9fnxpOK9yvjS9ZUYPaB3zN/p7y/P52zYt6zYj3lTh9nqSBs/FxW3jLkEz945BoX+XDx75xjMmzoMZUXWbpwajrV2ltpJZTDtC9cOxrVVpeHpx4omj+iHH3/6csypqXR+x9LAP1zUC1+7Yailc8mu3JzYH5j+aEVZEVY2NOGBN7Zi7qvrMX3+Kkx4eCmermvA2MF9MG3URagZWo7LLumdtH3OZLeMuQRlxV0XJZa5pATCpU+cpk+DDoY6EAx14IklO3Hdo8vwf+sO2gqK29WvZz5GXdILbYF2fPGlNSkbVGo+E8D6fScTfofoARYryor9uGvCYOw80upKULys2I/5Kxrxs7d2oDkqcK8Hnb708loEQx3I8+Xg+mHOLi5n5Ztdrw++sqEZVeVFuNJQ8ieRySP6YezgPmiymAVqxZrv3IAtP/wEvnvjpfjSdRX4zFX9LW1HD7AZXTGgxJGyRE4SAl3KMMWiz2acN3VYtzavrNiPirKi8Laitx35N1af17jNojz1Y1JWnN/ZL+zSP+u2f/lK/Uc989jJXuxPb728M1tcvxbe3PwRVjY0d5YC0n/3dF0DXlm9t0tQvKRHHm6vHig9Y9TOfYj+3TH+4SWYPn8V7n5lXWdf4oklO7vsbywqtaydZrWfb2T8Hk0ls2vOTN32Y92OrZXyOrLaAu1YsKIRD//5QyxY0Yi2AJMuiGIRmp2CrBlOCDESwObNmzdj5MiRqd4dIjIRDHUoLZyi+vx0ILM4pP7+2js0x7LKbx1zCX70qcscOV7BUAfm/WoD/rBRfpr8MzOuwrRRF3Xbzrd/syml9dbteHnWNagZWo6WswH891+3o76hCQ3H2hK+7tqqUrz4hWs6Mz//8bF3sLup1bH9kqkTmmpPfPZK/OuV/dEWaMfshWuwsrHZVu15FS9+fiw2HTgVswZsz4Jc7G5qM82W0wMDD77xIZ5bsTs5O52B9Cno9d+aDABdsvG/+7vN2NOc+Fr6zFX98X/rDrqyfy/PugbPv7u7M2PPK9dTj7wcnFWoyeuGsiI/Vn57SsLvk2CoA7MWvq+8KGah34e7r69CZXkRvvLqeju7GtOEKrmSXvOmDsO9U4bi3Z3HutSKt6p2eDmuvKS3pbJMt4y5BMu2H1XKwC8r9mPm+MG4u7YKS7Yewd2vrFPdZUuurSrFojnjujy2Yucx3GnhGAoApUV+/PyzV3YuYquvJeI1i+eMky6dEKtuNICEfV4AcWdBqn4n3XT5RXjstitjXseyda3NPLFkp2NlXoBwP3LKpReYlheZXVOBuYvWxWy3o7PjN+5vSfj+rNyHRGd7J+pLxPqb4x9eIl3Gpf5bkx2/F9Lf9/wVjbZmy6hcE24LhjqwurEZ90iUhIx1bN34XOL1gYUIlzZ6bubYuKWDiDLBli1bMGrUKAAYpWnalkTP59VARBlBtbyJl8uhWGE2NVI3ekBvLJpTjUJ/LoKhjoSLiNYOD2ey1SXogDsVFAfCn8v0awYpBcZjZU7k+XLw0KcuQ3NrwJH6vclU6PdhzKA+MafimxEAdhw50/lzni8Hb3x1Im584l3HguOXXtgzJSUWVJT3LEAw1IG5i9bZrjkvS79ZuXZIOWqHX9CtXVnV2Nw5EJUoQ+veKUNxUa+CpOx3poqegq7fPD+xZKdUULyyrAg//LdRqNtxzLHF54x+9f7+uBl7Trnp8ovwty1HEFDIqkt1UBwILypqVj/VGFQrV8jS07UFQvjZWzvizqqyozjfh+2HTyktoCZbFkYA6OH3IVcInDr/ceAlOog2d/IQrG5sxt2vrMWZ84lLafl9OXh97QHl7NsZ1YM6Sxm4UdoiltKochfGZAArNHRfxNarVEonxKuTHK/PCyBhvWnV76TRA3rH7Rc6sZCjk2UsAPPFY/WZHr9df7CzL2X2PT72wbe7lLGLV7fbyn2ISrZ3rFIjXqhlrb/v0QN727r2vFROJM+XA19OjtQ6SbGOrd3yOtHaAu2Y+MgyHG+NsU6SBtQ3NKPmkWVY8Y1JDI4TRfBKIKKMotrhdqKD7gVmnWXd+v0nsWDFbtw7ZajUIqKzaiqwbu8J9MrPxfIdTZZqKRrJZglZXZgomvE9/u87DTgtESTwglkTu2YlyYrV2S705+Jv918Xsx6mLONAyZo9x5Vfn0xlxR8vRLbMwqJ5VkXfrBjblWCoA/cuXid18/7cit2YVVOB6dUD8eCftypluufmiJSW4/ACs1q1wVAHXlq5R+pzOHU2iDxfDu6oHuTKeg3v7GxyPVP8jupB+NEnR+HeV9fhnZ3JGSByyvHW7hnPMjOiVKzffxKFfh/OBkKOfQ6t50NSwejotlo2IHLP9VVxA5vGWRFr9pyQXuhSHzhROQbGRTsBoL2jAz0Lci0vnp3w74nwwojzDRmOMskAmcSpwYfoPq9svenHbrtC+jtJCGB69UBH9jcesz6sEJD+7lRZPFY2wSB6bZdEdbtl70Nkv8OMA2/Rf8tLtaz1QUGri3Ema0BOlt1jazbYo1qHf/bCNTGD4kbNrQHMWbim2wwcomzFwDgRkcclCihb7SzHy1a5YkAJnluxG9c9uqxLAKKkRx6uG1qGW68egHEJFkeL3v9E2UjRWTQyASmZzAn9PV45sLelqdZWlfTIw/XDyvDJq/pj4/4WLFolN729dng5coSwlU0a3dnO8+XgvqnDOhd4fG93Mx57Wz7Y16tHHmZPrMCVA3ujLonBZivaAiE8uXQXFiVxITggnB03q6Yi5u9kM7QAoOVcEOMfXopZEytw9aA+eG/PCel9yPagOGA+YKfyOTS1BrC6sRlXxxl0s6OkIA8tZ9UHqFQIATy+ZAd2HjmN5lZ3/5YbDrec6/KzMXjnFD0I6ORVo7otva1WCYhED7rZGSzw+wSCFhax1AP73/7NJuUSLCp65OXg/qnDMGPcoG5ZjTLJAJnALAHAiZIkshnIL9XvxfhKuTJB4ypKk5KFauzDrmpsxiN/2YbNh04pnRAagKp+Ra72GZxaNNKJbO/ifLXPxc3gs9XFOBMlxaSK3TrhMglLMslIbYF2rGyUGwyvb2xGW6CdWeNEYGCciMizZAPKdjvL0Tfa8bKHTp0N4o8ffITWQAjjKuVrXcpkI+lZNPp7XrR6b9xtqmZOAMA4m5kpZvT9GT2gN2bXVKBvUX6XG9RJwy/A3EnhoHRz63m8s/0Ylmw9guY2QwZ+kR8zJwzGrJoKXPfoMls3aPE65/rnrJrV8tAnR+HGyy/Gnz44ZHGPkqctEHIlwzeR9ftP4vpH62IO9KhnEQXxs7d2IDcb0iBtEggP3Dz0yVHdrrtoqp/Dj9/chruvl2tfVNQMLcWfNh12fLtGmgasavT27A4zF5R0LdvgxgwQDeH2YvSA3li//2RKar3rbbWVgIidjOlCvw83XXYRfmVzDQ4rJVhUCCFwLtgRs86y7OyPdBcrAUA12SAe1aSKt+ddh8n/vRzNCTJRdxw+hSeW7JTeD7vyfDlYv+9kOCgO9XMiWW2lWSa3DCeyvd9XGGwvjwSfnRiAicdKSRzZciLJ5sRsVyfKfC5evU96xoSmhZ8/q6ZS7gVEGYyBcSIiD1IJKDs5NdJu/UKr2/v2bzahdng55q/YjQ2RIEU8pZEgssrNhdXMFBkymRzGwYebLr847o3GyoZmW9l3fl8OrhhQYvoc1ayWvkXhOr5HorI4qat406WtZly1Z3rExwEagNkTK3Dj5RcnfK7q57D54Cm848IMiZH9S1wPjKdSr4JcWwuqAeEZNzo9eOeW2TUVaDzW2i0gbVVhZAFT1cCIakDETsZ0qENDeS/1+uyxuNlM6fXgo9tUldkf6SpeAoBqsoEZ1aSKDw+dxopvTMKchWtQb7Ko9fG2oNJ+2JUuAyV263bbzUgOhjpMk06iTb9mgCMDMGbMBgWjWUmKSSYn64TbKfN59LRaX131+USZyltDbUREBEAtQG23s6wz3lyY0bNeggkWdZPdHhDOPJv76nps2H8SgPnNzYzxgzrrpKu4p7YKk0f0A4Bu+6T/XDu8vHPRUbPnvDzrGjwz4yosnjMO9d+anHB/gqEOrGxoxpubP8LKyFTk8VWlmDbqIoyv+rgsjd16joFQBxas2G36HD2rReZzLjcEby4s4YKQZqKvS53s8c5WZUV+fPqq/hh5cS/p1+jHUuUG2crnsGTrEcc/ty0HT6G0KC/xE9PUU3dchTvH2asvbDzmbgdBD7ecw921Vaj/1mR898ZLbW1LCOALEysTBufiBUZkMzNVvltjOd/egaeWNSR+okdEt6leWnTPKaWFXduEsuJ8zJs6rEtgORjqiJSvkesbJmIlqaLQn4tFc8Zhbu2QuM9T3Q+79DbCy0Fxo+jjrvcP3/jgEBasaMSfPjiElQ3N3frYVvtuOtW2dPmOY/jZWzvQHPUafQDmSy+vTXgfIEMfFKz/1mQsnjMOT94+GreOuQRlRV3vVWJdE14jc5/hdmC/X0+1vrrq84kyFTPGiYg8RnV666yaCkcWq3R6tXo3AhoCwKJV+zB30hDljrHsdHUAtmv86VSnPNut5ygzVddqVoueOU7mYtXyd2u2Qrr6zFX9cXHvHjh48iyW7ziGX6872Pm76IXTCv0+AF0XNLNyLVr5HIzljpzyzs5j6FvkT8va32b075dxlaW49KKeeHnVPsvbOnM+nHEeDHXgVYUMRyseeGMrnlneiDvHD0JleZGtbeXmCPhyBGqHl6MuktErs4Ca6vdENmRMG0W3qarfk17PJL62qhQvfuGauIMiqrXkZUt2WE2qCIY68Nr7+2wtAimjLdCOxav34ejpc+jXswDTqwfGrIWcbgMlxuP4dF0DFtbvjvl9UFbsx13jB3de/3YzklWP08YDLZ3bi94+YL9mejTZmZVe5lSdcDtUFm9PxkK5ROmCgXEiIo9RDVBv3N/iyPQ9p1erd+Nmxe5UVNnp6nZr/AHW6quvamzuFhhUIXt8VBZ7040d3AelRXkZF9BzWqzPwHi8Cfg/QyC8m8jJeFn/Xvj6tBGd6xk4cYN8T20V3vrwMDYdPGVltx1x6ly77VIjXqQB+OzVAzDz+fekF/6Kp6SH35UFN+M5FmmPRw/obWs7wZCGx5fsRO3wctx3w9Buiy7HCoxYKY2RboFAu6LbVJVavr16uL/YrR2lRX7Mnzk2bukEK9eBbD/gigElKPT7ugw6xhKdVOF0EkW0tkA7Zi9cg5VR5Voe/PNWjK8sxXMzx3YJkLu5QGS0irIi7G5qtTTYYjyOMp9r05lAt+vfSt9N5/RxsjvwkYidciJOkR2cMXKiTrgdhf5c6YVyJ1QmZ6FconTg7WE3IqIsZCVA7cT0PadKsljdngq7gQG9wx1dykT1OWZUyuHoN0mPL9lpOShulOj46Fkt86YOQ1lx10zweNNV83w5mDmhwv7OKbqkd3pO8zR+BsbjXVLgzTIaAuHsoVTTT/9NB09hw76TnZlydq5FXZ4vB1+fNsK5naXO75frhpVh0Xv7UN8Qv/awzLb0EgBuLLiZyPr9JztnKNhRt/0YfEJ0lgYwK7ulsg6HXrYgmYFAL9HbVD1zVqZkTc3QMkf+ttNtoxDhTPEV35hkGpiycx2Y9QOCoQ7MXbQuYVAc+HjQy+rAjMrz2wLtmPjIspjtiKYB9Q3NGPfQki7bdLpcmVkf+o2vTozZb5JpN4zJKSqfq7EkjZW+m87p42Qc+Mg0bYF23D5/FUZ+76944I2tePad3Xjgja0Y+b2/4vb5q9AWSDy47VS/xYrnZo5FaZH590TP/FzMvq7CkXI4RJmAQ0RERB5jJUDtxPQ9J1ZUt7I9K7weGFAth9PeoTkaBCrOT/z1biWrJRWZz/82uj8Wv7cfza3plSUZfY7qx3tWTQXGP7zUc1mMWuf/eYNb2WjjKktRVuxP21IUMhmeyaR/v/y9oQnHbV6jeuAIQFospheP8dw1y3hUWTTw9bUHsGzbUdw1YTBmS5ZPs6O8OB93jBuIMYP64Ffv78cfP/jI8b8xekBvrI+sKyLD2KaaZc4avbPD2vdq7fByzJpYgdbz7Sjp4ceqxmY8vmSnpW0ZTf2HfhhXUSqVeWp3UUmzfpJqwP3Jul14f+9xfOn6Smw/fMax/Yg2e+GahO3IqXPtGPvg27h38tDOMiN2y5UJhLP3Z4wflHCmR6x+0xUDSvCVV9dLZXKrLigsACxcuQdXDuzdeT7eXVulnJHsVlm3TJvBog/OxDoP9cGZmkeWJRzUSqVCf27ChXJPn2/H519Y4+hiqkTpzJtXMxFRFtMDyjKBG+MCO3an7zm5orrK9lTIBuVTTXWq8Qt/3+1oEOi+1zbgrgmDTTu60fUbp1x6gdRnqg/AvPj33a7UYI42rrIUc66rxE3/8y72Hz/r+t+zK9E5WujPxayJFZ6rOT7y4l7Ycih1JUai2S2bFE+eLwd3VA9yJMiVLMbAypO3j8bG/S14dfVeV4KViRT6fbjxsotQO7wcfYs+Lgvws7ftBaWMgaNU1tB2YtDBrXU4mlo/Lq3gxjl8/w3DMPzC4i79hmCoA/f/coOjfwcAbh1zCb5/80hc9+gyS4Pxxu+ihSa1t08rli0qK/Zj5vjB3Qbkxg7ug00HWxIG4hP5wrWV0u2Z1esg0XeQlYC7pgGrGo9jVeNxx/YjWlugXboMUzCkdSkzIjtQEo8GYOaEwbh3ylDMnTQkYR86VpkP2eSUlQ3NSp+rhnBZlTsXvNf5WK+CXHxi5IX4wc0jlYKzdo9TLE4nqlgpX+IkmcGZ5tYA5ixcg0VzxiVpr9TpC+W2Bdrxyqq9eHnlXuw/0b0PHa9kF1G2YWCciMhjVAI3d1QPlOqwy7JTv1B1e1bIBuVTTTWDxumaw82t3WtTAuisY/6r9/fjnZ1NXbKWZbNGjAMw7+46hh//eRu2H1HLIJNV6PfhqkF9MHfRurQIigNy56gbN6d2Dbug2FOBcZ3VbLRYC3cB4UzJRS4v6Oi06MCKXme5NRBK6jk0ekBvLJpT3S1I8VL9HqXyKUV5PrQGPw5A9zQEefJ8ORmTgejWOhxLtx3F5f1LMHlEP0c//2sq+nbrO7gxSFFW7MePPnWZ7cF4/buovUOL219SPS6P3XYlaoaWd3vcbFaerLJiv9KgvtXzI9F30OpGtcCsVar9tcWr9ymXYTIuAPnsnWPw1LJd+MWyXQiE5DYUq19rtQ8tm5ziRPt26lw7Xl97AL/fcAj31FbhK5PlFqTvMqBUvwdNNmb5OJ2oolpb3g0qgzP1jc1oC7R7NmtcV+jPxblgR8ygOODeYqpE6cbbVzIREZlzuO6l0yuqO3EzCVgLyqeS26VeEgVCoju6d9dW4em6Biys3x138UzVrJE8Xw4mDb8AE4eUo27HEfz8rZ3YebQVgXbn6hXOmliB51bsTnqtYZ3fl4OAYv1FmXPUqevCSW988BFKi/w43upeeQYrVK+lYKgDT9c14KWoLNKyYj965udid3Ob082mtNrh5dh8sEWqBEah34fZEytwdUVfjKvsXp/UyjlUVuxHcUEu9jS1Ke13od+HL15XibmTYgdfjp4+p7S9264ZgNPn2vHmlsM4HVmM9PW1B1C3/RjuHD8IVw3srbQ9r0p07sqUvIpFAFi0eh+Wf70WC1bstt2GRAe4jINKqmUzZMwcP7jzPLI7GB8MdWDR6r2ODQ60no8/SK0HPu+aMAgTHl6KVsXZBT0V15ew2o+Id7z0tvF/32mwtF1ZVvtrqu2I/reMJbdyhJAOigPW+rWJJAqsO9k/DIQ68PiSndh0sEU621c/j0cP7I0Zhix0VU4mqnilfInK4IymhZ8/q6bStf1xgmppR7cWUyXyOgbGiYg8RvZGTwBYtGpf3GCFVU6vqB5re0u2HsXraw9Ib8ONmxc3qdRr79UjT6ne9C1jLsGy7UelMr702pRr9h7H8h1Nps9VzRqJF4AsKcjDhSX5jmSRhzvqya817Pfl4MuTqvDF6yrxvd9vkTpX83IE7r6+Cl+9YajSzendtVV4qX4PHnhjqxO7blkgpOHM+XZLx3lwaSH2NKsFW2X0KshVykbTF7Fdtv1Yt+B305lA53nqxrlkVvu7pEcerh9WhlvGDsCaPSekZgO1BUJ4Yuku05kcxrr1t89fhQ37W+JuT8/2fnZ5o3IJjrZACB8c6LptY/BUtfzIm5sP41DLuRifUXhwrnZ4ues1tOPJz82B3wecPm99gM8s0Gz8Ln3f4qJ1eqmWxav3YegFxXjstiugAZ31h/++qwlPLtultD29tvsTS3Z2a9OdVFFWhFk1Hy/ibHcw3umM9oMnziIY6oj59/TvvAXv7lYOigPA7qZWpYxM1XVayor8mDmhexkYfd/1ttFtpcV+TBreD7XDy7Fmz4kufcd41wIA9OupvtC2sWzR2MF9pPsLvQpy8Ys7rkJ1jEFHt6mUS5RlJdv3jMkgkBk3ElW8Ur5EdXDGymBOsqmWdnS6fB1RumBgnIjIY7zSibFTkiXR9qZcegGaWwOmWWKjB/TGrJoKlEbq2HohIG52U2ekMkX889cOxiur9krXWX3oU5dhVWNzl3qTZttvOhNIGBSP/juJskbMApCnzgXRci6I0iK/rQUzw0H9va4sUikA9PD7UJjn6zKVuFdBLqaNvBDfj9TtDIY6sGy7XKmCYIeGJ+t2Ye2+E12m/CY6Z/J8Oehb5I3FZM9bzPZ3IygOAJ8YeaHSdW9cUC6ZAdW+RX4s+/fr8eGh02g5G0Bxfi7aOzrw67UHsXzHMbScDeIPGz/CHzZ+hJ75PqWZCDIzOZ5bsds0KA4A6/efxP8ub7ScXRs9+8RO8PRQSziYEL0P+s91249hQlUp6s8kntJ+bVUpNh1owSmLQZ5o59s7UNIjH6fPW8/AThRoLi/Ox+3VA22X9DEOphkHUMYO7oPNh1pQlyAIagxwzaqpiNumO2l3Uyu+8ur6LueyncF4p8vuPPDGVjyzvLHbYJQTgWXVjEyVdVpuGXMJHoqUp4lFdbFNK746ZQg+OnkOS7cdwetrD3QOKOvnOwAsWr2327WgH+vp1QPx4J+3KpdTAcLngcogyalz7fDl5KSkX+nWIpiq2b5WM9edTlTxUvkS1cEZK4M5yabaRmZKKTMiVQyMExF5TDZ0YvJ8OXjy9tH4/u+34M0th7vU2PZidni87GizbE7ZKeJzJw1BjhBKdVbNpnvbJTPgYhaA1H+2ExTXt+NGUFzfdlsghP+9cwx8OTlxAzGq2YjGKb9L//16LKzfm/CcCYY68N3fb3Hy7WUEvy8HP7h5pPTzrSwo55TjrQG8VL+3M1vPbODo9Hm1TNNEMzlU3vfTyxssD34IAAvr92DN3hNYvsPd4KkAsOPwadQOL0dd5BjGaz+fvXMM7nttA97Y5NxCpEdP2yttVDu83DTQ3HTmvOMLZ+oDKMu2HcXsmgrMmliBKwf0xisr98atI2z8rk3moFK8c9nKYLwbZctiDUY5EVi2kswg248wC4rrbYTblm49is2HTnU7348Zzvd4s0T0Yz2+shT1DXJBUqOSHv606jsbP1enmJ1bsQboVWc2PvTJUZ0LLjvZN/dS+RKVwRkhws/3OtU20u1SkERexcA4EZHHZHonJl6QuZdhATYvLWZjXp4hfjanyhRxmZskvy8H7R0agqGOpHzm8W4aUxmAdNov39+Pn912ZdybPKs3zs2tAVz/kzqcbAsmPGcef3un5SnNifTM9ykHYr3iy7VVSu2AG4sEyorOBHUjyBgv21TlfVsNigOR2SetASzf4X7wVP9bsyZWYMzAPqbtJwC8u0t+RkwybD7YgtkL13QG+OINHjpJ3+b6/Scx99X1AMKDcHeMG4SrB/fBmfPtKMrPhUC4hIJxIDDZbXqsc1l2NlY01XIjMmKt0eHk8VH5XnFi3ZdktY2bI4s3y6x/Ev2zfqyfmzkWNY8skx5YN5YtWqNYmiiVfWcnF8E0ij63EiV13FE9KOEgnQZg9sQK3Hj5xY7sYzQvlS8p9OdKD85MqCz11L1KPCoDIE4upkqUbrx/NRMRZZlM7sSYZlJGFmBrbg1ILyKUDDLZ0WYZcDJTxPWbpKeW7sIv6hpillkIGhZZevL20a7X4I1305jsAGSvglycPmde+1oAKC3y4/rh5fj1uoPS2/7jBx+hNRDqPN+igzNWF8cDgJNt4Wx3s3PmqWW78Py7jZb/RiLtHek5dDF5RD/MnTyky2OJAmepzP6LVefWzb9hzAhMxxlDslrPtydsP1c2NLs2s8Sq5jMBqTIwbtMzdUf174VvThsRt55ystv06OtFdTaWkUpZimurSrHjyBnphUr1AP7ogb0dPT6qAVm767643UaIyP9ZKYFi3IY+WLLiG5MwZ+Ea/F0iOGmcSZdufefoz/V463kcbjmHC0oK0LtHHr722vq4i6XHYzy3ZJI6aoeXS83McXPRe6+VL5EZnCkt8mP+zLGu7odTVEo7OrWYKlE6YmCciMhjMrkTYyfInApOreYuM0U8z5eDnBwRt/aw8fgsWLHblRqVQOKbxmQF4vT9uL16oFRGk77oWN32o0o3k3qAOkeIbsGZsiI/Cv0+nA2EHB+AEABe+PsetAWtZ/EmctbFbccyekBvrN9/Mu4Ndu3wcsyaWIGWs0G8s/0Ylm472iVTrjxGBqRsGSM3sv96FeR2KfOUiGqdWyuirz+vzhiqKitCQ1OrrW3o782s/fTiwIDXhqM2HzyFGQveixtsVj2G998wFLuOnsEfP7BXvuZ463lLs7GiyZYbefbOMQAgvdixHsBfu/ek2huLw25ANvo6CIY6IgND5oFyt9sIrfP/7G3DOPC3aM44tJwN4NO/qMeuY93bkVhB23TtO8dr32aMG6xUcqms2N/l3JLpb9dtP4b7pgxNODPHzWPltfIlhf7czsGZ+sbmLvslRDhTfL5hHZl0INtGujkAQuR16XNFExFlkUzsxDgVZE6mZC6Eqnp8ln+9NuE5Uju8HJsOnMTx1qD0fWuim8ZkBeL0/bi7tgqbDrZIXQt5vhzMnFChNGAgAPxi2S4EQlq34Exzq3sZ+W7WUHfKlZeUYMMB80UdgY8DPovmVGPBit1SN9g3XX5xwixwlTJGTpdUEAD69+mBUx+dln6NlTq3qqKvvysGlEDYzNZ0g77AphUqAUSvDgx4Ubxgs+oxvKaiFF+eNAStgVDMdllW3fZjjgyUq5Yb6d+nh9J+BkPOlKNyKiCruuaJ3jamqtSUCmP7WdLDj7/cd51SGZlM6jtfrTiAMml4vy4DyrL9yUWr96H+W5Mtz0iwy4vlSwr9uVg0ZxzaAu1YvHofjp4+h349CzC9emBaBcR1TpRkIsp06XdlExF5gNV6mLLSpROjchySGWR2SjIXc1I9Phv3t0idI0/XNSgFimuHl5veNKpMV871CQRDaiGTWMFulWtBdVErDUAgso/JqAWcDvTA5KtfHNelVnI8esCn0J9ra8p/NNUZJk7OotAAbP3odGdAXnZqvmqdW1nxgsUb97d4LigOAGeD1oOJGoA7qgdKnUMqAyJeHECQVZTnQ6uNYwrEDzZbKUFh1i4nope+WrY9cVBddqBcpdyI6kCA3QUSnQzIWlnzRKXcTKpFfzaqZWTSpe8sQ3Xtkdrh5Z3/bbW/nao+t1fLlxT6c11b6DPZ7JZkIsp0DIwTESlQzdSxw8udGCvHIZlBZqckcyFUK8dH5hxRDRQnojJd+e7rqvDqe/tMb3aiAyOxbl5VrgX9xnjeLzfgDzan+ieDarmOZDAGuhd+4RrMeWkN6iIBaqN4AZ9EpYNk2g8AyjNMzLIFrZLZRnSd256RuvhOipdt6oV20kgA6GnznK4oK8Irq/fi54YyAvG+W1SCfl4LigsABXk5UiWP5lxXiVdW73VkRkR0sNlqCYpY7fJbHx5JuM6D3mb8au2BhPuqOlAuU7ZMZSCgb2Eeth6WnzVSXdEXjcdaXQvIWi1H53Q/wGmJZonIfK7G53q176xCtT/Ztyi/87/Trb+dieVLvErlWiLKJmxdiIgkWcnUcYLXOjFWj0Myg8xOSeZiTnaOj9k5Ysygenp5A9oC5lmHdduPJZy6Ljtd+as3DMU9k6pMb3Z+MeMqfHjotNTNq+y1kOfLwfTqQZ4OjKvUUI9+Xa8eea6UYYlXt3X+XWMdy8CTbT++cO1gSxlv8bIFncgWlpman+fLwbSRF+J1iaCfyt+Ml23qhXbSSAMwbeSFUkHPaKVFeejVw4/dTa1K3y1eD/rFowGYXVOJLYdOxdx342c/d/IQ5OQIR7J+YwWb7ZSg0AeEnq5rQN32+J+BcTvXDS9XOkecDNypDARcdkkJ6nY0SW97yqX98Mrsis6AbFF+LgTC2b/6YqNW+4fBUAcW1u9O+LxYWfbGfsDC+j1d1nbwAjfqfnut76zKTv8zHfvbmVa+hIjSC1sZIiJJ6bZwpFusHodkBpmdkszFnNw8Pnm+HNxdW4WFK/ckDIzLTF1Xma6c58tJeLPjxs2r0zWnVfTI8yUsJRGrhroMDcDnrx2MV1Y5kz1qFC/Q7WQGnmz7Uez3KW1XD5zF2teDJ85KLbZnpnZYObYcOiU1MPCdmy7Fb9cfRHuH2qdTGHnPxms00eBDKs/zWCaP6Ifv3zwSS7cfVdqnW8dcgot69+gcJFL5btHbo5nPvydVp9YJTpVlWfzePtxRPQiX9y/BotX7TM8vp2dEGIPNdkpQmA12GZUW+zFz/ODOa1OF04E72YGAyvIipcB485nzXQYKnJpdGAx14Nu/2SS1sHS8LPvotvF463kcPHkW2w6fxm8SZPk7Jd3rfieTnf5nOva3dZlUvoSI0gcD40REEtJx4Ug32DkOyQwyOylZizm5fXxUa06uamxGbk5O3CCoHmwfPbA31u49CUDDVYP6YFxlaeffM7422Tc7yair2u18MGTB3//LjdILhspk8nXJHp00BDnCmezRW8ZcgimX9pMKdNvNwFNpP5YrBKMAYPvh013eg3Ff39xsf+bA8AuLMX/m2ISLherBMJWg+Kj+vfDNaSNQHefaSfSZeKF+cK+CXMypqew8p1X2SQ+mX/foMlvfsTuOyJe8sOP+G4aiQ4PUTI9rq0qx/fDpuNd185kAHl+yE5NH9MPyr9di4/4W0zbXal3vWOzWc9aZDXYZzageZKuuuZNkBwJeqt+jtN1+PQscn11o3J6KeFn20e14MNSBum1HcLzNnZJe5cX5uKN6ICCARavMB39kub3Oj1dY7X+ma3+bkitbriMiGQyMExFJSMeFI91g9zgkK8jspGQu5uTm8VGdiv7lReu61EmOrv8cKxuurMiPYRf2xI4jp12vwS9D5njmWVggVPeTz1yOlrPBmFnwKueMMSC1qrEZr6/Zj+U7mrqUS1HJHtV/Li3yo7k1YHouPfSpy5L2mai0Hy3ngijpkYdTZ4NSmbGPvb0TwM6Y55oT2ab9ehaYDgzIZs0a+X05+HJtFeZOHtLlM1D97nCjtrqqX9xxFSYODS/+Fgx1YPTA3risfy9sOngq7j4Z37/d7xbZ1zvhmopSXDGgBO/sOIb1+092+73x+nr2zjF4cumuuEF0Yyb8ghW7E842iw5eN7eex4IVu2PuRzxO1nNWGexatHpf57nuhcCdzEDA9OqBePDPW6VmBwgRfr7TswuN21Mh2+7l+XLwuWsrHR9cu/+GobimorTL8Zw7aYhSIC46cHfFgBI8t2J3Utb58QI7/c907G+TO7L9OiKSwcA4EZGEdFvIxi12j0Myg8xOStZiTm4eH9XgYPTigXqm27p9J6BpwPIdMbLhWgNoilHKwM0a/GZkjmd7h6ZU49vohfo9eOOrNXH/tuo5k+fLQc3QctQMLU+YySPz3mbVVGDBit2eudZU24/rhpbhj4p14qPPNQBo7+iwtSCmHvAyI5s1C4Szqz8x8kL84OaRjtROdTqTWFV5cT6qK0vjLqoaHZUp9PvwT6MuxAP/Nqrz/aueG82t57Gyobnz+mhudf89C4QHm1Y1NuPexeviBuKN1xcALFq9V2rbKrPNjMHrT4y8UOmzdzLYbGdAwyuBO7OBgEJ/LsZXlkqV6JlQWYo8X46jswtlBx6it62aZS9Tp792eDk2H2yRzvL/8qQh3d6b7KBLvLbE7xMIxBjITlUfIxms9j/Ttb9NzuF1RCSPgXEiIgnpuJCNG5w4DskKMrshGYs5uXV87NYi1l9TZ8hck91OKmvwJzqewVBHZ41v1WzbDz86hbZAu2lw0+o5I/M6mXPFS9eaavtx69UD0BoIKX02xnNt5vPvdZu9YMWEylLTz1gleFVSkIeV357s+GJixnPh3V3H8IUX1ihf5/r+1w4vx+yJFVj83j68selwwtfdNX4QAMTNmI/Otm0LhPDOjiY8t2J3Z2aa6rnx7d98gFPnPq7FXlKQp/T6kqgFbAv9voTrL2gAevbIw+NLdsadFTB6QG8smlONQn9uZ11ot2ebRc84efTNbTEz9Z0KNhsH7bYfVitf41Rdc5l9s9PWGbcz57oKbDt8GsdNFqwsLfJ3llpy8vO2MhPCysCH2WdRbvgsnq5rcD3L32z2Taxgnv43gcxe58dKXyKd+9vpxIslSXgdEalhYJyISEKq62F6hZPHIRlB5nTm9PHxQi1iqzX4nbjpiHc87WTbahqwePW+lC8Ulaxrye7noNp+jKssxbjKUsuZ0E4sxKgHvMyoBK9azgWxcX+La59Xni8Hk4ZfgPFVclmuRtGZzhqAfcfbsOngqW7PjQ6yqmTMA90z01QH7oxBcSB8XGXo51Z0Pe8rBpTgK6+uN81erigrwu6mVtP3uH7/SSxYsRt311Y5Whdahj7jJN41YzdLNO6MAAVO1TWX3TfV0gDxtlNamIcBfXvgwImzXQZ69HUl5s8ci0J/ruOzC62cD1YHPmQ+i9k1FVi27WjCEkJ2Bl5U25LofcjkdX6sYn/bHU61O27gdUSkhoFxIiIJXqiH6QU8Dukt1bWIVbMik3XTYQwI3PfaeqksWd3R0+ds/323uB0sUt2O1fbj3ilDMaumArfPX40NCrWU7YgOeJnxYqmt52aORc0jy9BskuXat8iPn956Oc4HOzoDYEDs9QOE6Jr5HR1EVy33ECszLRkDd/q5VejP7dYGmWUv31E9EK+s3itdIqO9Q3O1LrQZN7JErdTQN3KyrrnKvqmUBjDbzvG2IJrbgrhuWBkmDilD85nz3daVAJyfXag8y2bMJfiRzXUjYn0WMoMiTpTnsFI6xijT1/kh73B6kV2n943XEZEaBsaJiCR5pR5mqrl1HLw4FTHTmGVH9yrIxSmLNZhVyQQGU3HTkefLwVUD+ygFxvv1LHDkbzstGcEiK5+D1fbjuRW7XQ+KF+X5MH3cQFzUq3vAy4wXS20V+nOx4huTMGfhGtQ3NptmuerMPmv99aP698I3p41AdaSeMgCsbGi2nEFszExzcuDOyneTWUB5zZ4T+LnEWgR6QOHFevfrQifiZJaonexD/TVuDZY7tdilzHbe2dGEqwf1xbf++R9ibsPp2YUqMynKiv22g+KxyAyKGEsI2eHUIrqZus4PeYfTi+w6idcRkToGxomIJKXbQjZuBZqdPg5enoqYieIFf0IdHZix4L2k7INMYDBVNx3TqwfiwT9v7VYXORaZRRlTJZnBIpXPIVH7cUf1QIwd3AdLth7pksVsJ/tJVmswhCkjLlAOJnq11FahPxeL5oxDW6Adi1fvw9HT52Jmuepkgp+bD57C+n0nMXFoeedjdm6eozPT9HNjoY1yHQDQK6qGuMp3U6yAsvqsALnSLjovz7Kyk33odtKA7L4lKg3g1HacnlWnUgJtxrjkDzzo9BJCdr+LnQrEZeo6P+QNTrUXbuF1RKSOgXEiIgXpsJBNMgLNTtYF9epUxEwXHfwJhjpsLc4pQzYwmMqbjkJ/LsZXytVnTrQoY6p4LVgULVb7UZSfizV7TuCV1Xu7ZOaWF+ejdni5I9lPMqzcUHq9xFShPzdhHXw7n7UTN8/6cdfPjSsH9sadNgbqHvrkKPQtynfsO9rtAIGXZ5vZyT50OmkgesC/vaPDkcUunVw00+lZdbNrKvDb9Qc769vH88rKvcgRwtFkgpazAfzP0sQzJZz6LrZ7nWX6Oj/kDU4vsus0XkdE6rx3N0dElAa8upBNsgPNdo+Dl6ciZptkLM4pGxhUvelY3djcJYPVLpn6zDKLMqaKUzdtbt/86e1Honbr9bUHpLdpl9UbynQvtWXns1ZdODOW6OPeet5eWae+RfmOfkerzAroVZAnvRgoANwy5hI85EIJDKeoDhbdf8MwDL+w2NGkgXgD/r0K1G5l470XJ9cJcHJWXTDUgbmL1iUMigNAc2vA0T5eW6AdNY8sQzCU+Kp2KgBoty3x8swLyhxeXFfEiNcRkTqe7UREGUQl0JxqxgxFM3omUjDUkYzdymr31FZh8oh+ANDtc9F/rh1ejtrh5TGfE4/+PNnAoOpNxMN/2ebo+aHXZ762qhQi6k0KAVxbVYoV35jkyWxxwLmbtmTd/Mm0W24TCGenW82Q0oNh86YOQ1lxfpfflRXnY97UYZ6e+WLns9YH1ax8VvGOu9UBCrufYzyy71ED8PlrB6Os2C/VPpYV+T0dFAfUP4trKvpi2qiLML6q1LGg+BdfWoOfvbUDzVGDN6rrYsR7L06vE6DPfKj/1mQsnjMOz8y4CovnjEP9tybj3ilDpY+LsW1MxOk+3uyFa5SPr90AoNW2RLWPQWSHF9cVMeJ1RKTOm3d0RESkzOs176J5fSpiNpLNdAMQ+zlFfgy/sCe2Hznd5bNVzZJTvYnYcugUnlq2C/fdMEzpdWZU6zN7iVM3bcm4+bNTvzgWq9txIkMqHUptxWP3s7a6cKYG4I5xA7sdH6sZb25musnOCpg7eQhycoTU7JuZEwZ7/txIdQ19uwt/Aon3za33aGdWndW20Yk+XlugHSsbE5cTi+ZEAFDmOvP7chAwDIZ7cZ0fylypbhNl8DoiUuPtOzsiIpKWboFmr09FTDW3Fk9NRDa4Z/Ycu/tuJSj2v+80Yu6kIY4fI5n6zF7j1E1bMm7+7NQvjuXeyUPw6nv7pLfpRpkTr5baMqNyzcXKyDYbVEtkw/6TCIY6uly7qqWdklGuRqVERrqX1jFKZQ19pwbOEu2bF9cJsNo2OtHHW7x6n9QC1EZOzdSQuc5m1VRg4/6WtBp8pMzhxfYiGq8jIjUMjBMRZYh0CzR7fSpiqiRj8VQZMsG9eM+xGxi0Uu+8LRByvNZ4unLqpi0ZN39W2iGzQOO9U4Yi15cjfe5kQ4aUzECVyjU39ILimI/HGlR768Mj+PW6g6bbq9t+LOY6EipZ6Mn6HGUHDp2sM+0FqQr02x04U9k3rw1m2O2j2Xn90dPnlF/jZABQ5jpLt8FHyixeay9i4XVEJM9zgXEhRDGABwHcCqAvgG0Afqxp2msJXvcpALcAuBpAfwBHAPwdwPc1TUu8nDYRUZpLt0BzOkxFTLZkL57qZffUVuG36w9KLTqmW7v3JAPjEU7dtLl986faDt0y5hLUbT9mOVtXN6p/L3xz2ghUVzpTB9mLVAfZjMfNTH1DM7708tq47ZBxUdXv/G6z5fJe5sFlPyYN74fa4eXoW5Sf9Ew32YHDdCitIztwkopAv2pwt1dBbpe62Cr75rXBDLt9NDuv79ezQOn5Q8qL4n4HxDu/ZMqUpePsG8oOXmsvzPA6IkpMaKrzpFwmhPgbwsHtbwLYAeB2ALMB3KFp2qsmr1sN4DCA3wFoBDAAwLcj/47TNG2LhX0ZCWDz5s2bMXLkSNWXExElVTDUgfEPL5EONNd/a3LKO2xPLNkplaE4b+qwbtmEmYjHo6uf/W07nli6S/r5998wFF9zsM54uguGOmLetJUr3rQ5tZ1421ZttwAkDOS5uc/pIHqQLd6ARnRwOxjqwMzn30N9Q+L6wonaoZUNzZg+f5X0Pi+eMy7uzXuqSktlMquzk5L5WaieQ6/Muga+nBzb++aF8022bYzmRB+vLdCOkd/7q3Q5lY3fm9otEB/v/Cor9qNHng/7T5ztut8CGF9ZiudmjvX8Oh5ERl5oL4ioqy1btmDUqFEAMEomFuypbx0hxD8DmArgdk3TFkceXiaEGATgJ0KIX2qaForz8n/RNK1LiosQYimAPQDuRzi4TkSUsdKh5l20dJiKmCzptnhqMlxd0Vfp+VcNyvxZBSqcylh1M/PVaruVKdm6bjFbsFD/eem2ozFLmOw4ctqRdsjJ8l7MeLMnOnBzxYASzF20ztLspGR+Fqozy5yaAeKF881KSTHAmT5eoT8X4ytLpQbIrq0qjRkUjz/7LfZ1rmnh2Sg1jyzDim9MYnCc0oYX2gsissdr3zifBHAGwOtRj78A4FUA1QDqY70wOigeeeyQEOIAwlnjREQZL90Czek0FdFt6bZ4ajKMqyxFod+HtkC8MfGPFfp9GFeZ2cfDKqdu2ty6+XOz3crGG1Y7g2xOtkPpVt4rE8XL2jW2q6oDJ8mUjgP+TlKps+90H++5mWNR88gyNLfGbw9Ki/yYP3Nst8fNBuYSaW4NYM7CNVg0Z5ziK7NHJmUoZ9J7IaL05bXA+CgAWzVNa496/APD72MGxmMRQlQCGIRweRUiooyXjoHmbM/s1KXb4qnJkOfLwZyaSjy+JPFSIV+sqcyq8yWTpGO75WV2gttOtkNOrCPBoIl1Zlm7MoONXpmdlG4D/k4yaxuFQJdSJ063lYX+XKz4xiTMWbgG9Y3NXf6WEMCEylLMj1H2RHZgzkx9YzPaAu3MGo/ilcXZnZBJ74WI0p/Xvm1KEa4PHu244fdShBC5ABYgnIH+mMTz+wGIXrEr83pYRJTx0jXQnI2ZnUbMroztK5OHYOOBk6iLZJ/FUju8HHMnD0niXpHT0rXd8iI7wW0n2yE72b4MmthnJ2tXf40XZidl+8BZvLbxigEl2Li/xdW2stCfi0VzxkktlKmTHZgzo2nA4tX7MKum0tZ2MkkmLc6eSe+FiDKD1wLjgHnfTapfJ4QQCAfFawB8WtO0/RIv+zKA78lsn4goHWR7oDndOJFdmYnyfDmYf9dYPFPXgIX1e9BkmNZdVuTHzAmDMzookm3YbtlnJ7jtdDtkJduXQRP7nMja1XlhdhIHzmK3jclqKwv9udJBaqfOl6OnzzmynUxhZ90Ir8mk90JEmcFrgfFmxM4K11ffOh7jd11EguLPAZgBYKamab+X/Nu/QPfa5lUAZF9PRERkWbbXUjXDoAiRPDvBbafbISvZvgya2OdE1q7OS7OTOHDmfU6dL/16FjiynUyQSYuzZ9J7IaLM4bXA+CYA04UQuVF1xi+L/LvZ7MWGoPjnAczSNO0V2T8cWbyzywKe4c0RERElRzbXUpXBoAhRYnaD2063QyoDWwyaOMOJrN1sm51EzpAdmDMjBDC9eqCj+5XOMmlx9kx6L0SUObzWk/wtgGIAn456fCaAQwBWx3thJCg+H+Gg+Jc0TXvBrZ0kIiJyg55dOW/qMJQV53f5XVlxPuZNHcbyAURRgqEOrGxoxpubP8LKhmYEQx2p3qWUu6e2CpNH9AOAbuVI9J/jBbfdaof0ga1poy7C+KrSmK/XgyaJAmrGoAl150TWbjbOTiL79IE5OyV8JlSWcuFNg0xanD2T3gsRZQ5PfeNomvYXIcRbAJ4WQvQCsAvAdADTAMzQNC0EAEKIBQgHy6s0TdsbefkTAGYBeB7AJiHEOMOmz2uatj5Z74OIiMgqlg0htwVDHRlxbnGBxvjsLliYqnaIQRNn2Mna5ewkssts1kkipUV+zJ851q1dS0uZtDh7Jr0XIsocngqMR3wKwI8A/BDh2uLbAEzXNO01w3N8kf8Zk2D+JfLvFyL/M9oLYLAbO0tEROQGlg0hp2VSIJkLNCaWjoNsDJo4Q7acDgAU+n1oC4Q6f5YZOCEyYz4w50eh34d9x892eY0Q4Uzx+TPHMls8SiYtzp5J74WIMofnvnU0TTsD4GuR/8V7zucAfC7qscFu7hcRERFRusq0QDIXaJRnZZAtVYMoDJo4R7ZW/JO3j8bG/S1pMXBC6SPRwFxboB2LV+/D0dPn0K9nAaZXD2RAPI5MWpw9k94LEWUOfvsQERERZbhMCiRzgUZ3pXIQhUET56iU0+HsJHJLvPOr0J+LWTWVKdij9JRJi7Nn0nshoszAwDgRERFRBsu0QLK+QGMixgUaGfiTl+pBFAZNnJOO5XSIqDu760Z4SSa9FyLKDAyMExEREWWwTAskc4FG93hhEIVBE+cxK5wo/WXSQFcmvRciSn8MjBMREVFcwVAHb1rSXKYFkrlAo3u8MojCoAkRUWyZNNCVSe+FiNIXA+NERETUTaoW3yPnZVogmQs0usdrgygMmhARERGRm3hHS0RERF3oi+/97K0daI7KHtUX3/vSy2sRDHWkaA9JhR5Ijl5IMZpAeODD64FkfYFGs6A4wAUarci0QRQiIiIiIjO8UyAiIqIuVBbfI+/LxEDyPbVVmDyiHwB0C/jrP3OBRnWZNohCRERERGTG+3c+RERElDTGxffM6IvvMWs8PWRaIFlfoHHe1GEoK87v8ruy4nzMmzoMz945Ji2C/F6SiYMoRERERETxsMY4ERERdfLK4nvkLD2Q/ExdA15auRfHzpzv/F1ZcT7uGj8Id6dZ3Xgu0OiOe2qrsGH/SSzddhQCXWeN6D+n0yAKEREREVE8DIwTERFRJ68tvkfOydRAMhdodFYmDqIQEREREcXCwDgRERF14uJ7mY+BZEokUwdRiIiIiIiMGBgnIiKiTvrie81nAgnrDHPxPaLMxkEUIiIiIspkTPkgIiKiTrKL7wHA0AuKXd8fIiIiIiIiIjcwME5ERERd3FNbhckj+iV8Xn1DM7708loEQx1J2CsiIiIiIiIi5zAwTkRERF3oi+9NkCihsHTbUTxT15CEvSIiIiIiIiJyDgPjREREFNOOI6chEjxHAHhp5V5mjRMREREREVFaYWCciIiIulmz5wSaJBbg1AAcO3Mea/acSMZuERERERERETmCgXEiIiLqpuVswNXnExEREREREaUSA+NERETUTUkPv6vPJyIiIiIiIkolBsaJiIiom7GD+6Cs2C9VY7y8OB9jB/dJxm4REREREREROYKBcSIiIuomz5eDu8YPlqoxftf4QcjzsUtBRERERERE6YN3sURERBTTPbVVmDyiHwB0yxzXf548oh/urq1K6n4RERERERER2cXAOBEREcWU58vBs3eOwbypw1BWnN/ld2XF+Zg3dRievXMMs8WJiIiIiIgo7eSmegeIiIjIu/J8Obh3ylDcXVuFNXtOoOVsACU9/Bg7uA8D4kRERERERJS2GBgnIiKihPJ8ORhfVZrq3SAiIiIiIqIYgqEOJjMpYmCciIiIiIiIiIiIKA0FQx14uq4BL63cg6Yzgc7Hy4vzcef4QbintooB8jgYGCciIiIiIiIiIiJKM8FQB7740hos234MIup3TWfO42dv7cCG/Se5NlQcPCJEREREREREREREaebpugYs234MAKBF/U7/eem2o3imriGp+5UuGBgnIiIiIiIiIiIiSiPBUAdeWrmnW6Z4NAHgpZV7EQx1JGO30goD40RERERERERERERpZM2eE2g6E+iWKR5NA3DszHms2XMiGbuVVhgYJyIiIiIiIiIiIkojLWcDiZ9k4/nZgIFxIiIiIiIiIiIiojRS0sPv6vOzAQPjRERERERERERERGlk7OA+KCv2S9UYLy/Ox9jBfZKxW2mFgXEiIiIiIiIiIiKiNJLny8Fd4wdL1Ri/a/wg5PkYBo7GI0JERERERERERESUZu6prcLkEf0AoFvmuP7z5BH9cHdtVVL3K10wME5ERERERERERESUZvJ8OXj2zjGYN3UYyorzu/yurDgf86YOw7N3jmG2eBy5qd4BIiIiIiIiIiIiIlKX58vBvVOG4u7aKqzZcwItZwMo6eHH2MF9GBBPgIFxIiIiIiIiIiIiojSW58vB+KrSVO9GWuGwARERERERERERERFlFQbGiYiIiIiIiIiIiCirMDBORERERERERERERFmFgXEiIiIiIiIiIiIiyioMjBMRERERERERERFRVmFgnIiIiIiIiIiIiIiyCgPjRERERERERERERJRVGBgnIiIiIiIiIiIioqzCwDgRERERERERERERZRUGxomIiIiIiIiIiIgoqzAwTkRERERERERERERZhYFxIiIiIiIiIiIiIsoquaneAY/zA8CuXbtSvR9EREREREREREREFIchhuuXeb7QNM29vUlzQoh/BfD7VO8HEREREREREREREUm5WdO0PyR6EgPjJoQQJQCuB7AfQCDFu5NsVQgPCtwMoCHF+0JkhucqpQueq5QueK5SuuC5SumC5yqlC56rlC54rlI8fgADACzXNK0l0ZNZSsVE5AAmHF3IREII/T8bNE3bksp9ITLDc5XSBc9VShc8Vyld8FyldMFzldIFz1VKFzxXKYH1sk/k4ptERERERERERERElFUYGCciIiIiIiIiIiKirMLAOBERERERERERERFlFQbGKZ5jAH4Q+ZfIy3iuUrrguUrpgucqpQueq5QueK5SuuC5SumC5yo5Qmialup9ICIiIiIiIiIiIiJKGmaMExEREREREREREVFWYWCciIiIiIiIiIiIiLIKA+NERERERERERERElFUYGCciIiIiIiIiIiKirMLAeBYRQhQLIX4uhDgkhDgnhNgghPis5Gv7CSFeFEI0CSHahBArhRBT3N5nyk5CiMlCiOeFENuEEK1CiINCiN8LIcZIvPZzQggtzv8uTMb+U/YQQtSanG/jJF7PtpWSInKexTtXTc9XtqvkFiFETyHEo0KIvwkhjkXOqe/Hee5VQoi3hRBnhBAnhRC/EUJUKvytGyJtbFukzX1RCNHPsTdDGU3mXBVC+IQQ/08I8aYQ4kDkXNsqhPixEKK35N+pi9PWvunG+6LMI9uumvQLtin8LbarZJnCuWrWf014vrJdpURyU70DlFS/AXA1gG8C2AHgdgCLhRA5mqa9Gu9FQoh8AEsA9AbwNQBHAcwF8KYQ4gZN05a7veOUde4BUArgcQAfAigHMA/AKiHEJzRNWyqxjc8DiP6ibHZ0L4k+9m0Ay6Ie22z2AratlGQPAHgmxuN/BHAewPsS22C7Sk4rBfBFABsB/A7A7FhPEkKMAFAHYAOAWwEUAPghgBVCiCs1TTtm9keEENcD+AuANwDcDKAfgEcALBFCjNU07bwD74Uym8y52gPA9wEsBvAcgCYAVwH4DoB/iZxrZyX+ViOAO6IeO2llpykrSbWrEWcBTI7xWEJsV8kBsufq+BiPVQP4OYDfSv4ttqsUFwPjWUII8c8ApgK4XdO0xZGHlwkhBgH4iRDil5qmheK8fBaAUQAmaJq2MrK9ZQg3YI8i3CgROWmupmlHjQ9ERnR3IRyAlAmMb9Y0bY0bO0cUw05N01YpvoZtKyWNpmkNABqMj0VuassAPGjSBzBiu0pO2wugj6ZpmhCiDPFvin+I8ADOTZqmnQIAIcRaADsB/DuAbyT4Oz9BOCnkM5qmtUdevxvA3wF8AcDTdt8IZTyZc/UsgApN04wDhnVCiH0AXgfwaQCvSPytsxb6FEQ62XYVADpsnGtsV8kuqXM11jkqhPgSAA3AAsm/xXaV4mIplezxSQBnEO6UGb0A4GKYB2A+CWC7HrgBgMiX3ysArhFC9Hd4XynLRQfFI4+dQTh7fEDy94jIFWxbKdVmIXxT8Xyqd4SykxZh9hwhRC6AmwD8Wg+KR167F+GZOp9M8Pr+CM+YfFkP3kReX49wUMf09USA3LmqaVooKiiuey/yL/uw5DqZc9UutqvkBKvnqhCiJ4BbACzXNG2X83tG2YaB8ewxCsBW4xdXxAeG35u99oMYj+uPjbS5b0QJCSFKEJ6OukXyJX8SQoSEEMcjdUjNznEiu54SQrQLIU4JIf4qhJgo8Rq2rZQykTb1MwCWaJq2W/JlbFcpFaoQLlERr70cIoQoMHn9KMNzY72e5zG5TS9VIduHrYq0s+1CiAYhxI+EED3c2jnKaj2EEIcj3+0HhBBPCiH6SryO7Sql0mcBFCFcskoW21WKi6VUskcpwnWVoh03/N7stcdjPC7zWiKnPIXwF+CPEjzvcOQ5qwCcAnAZwnX1VwkhrtU0baOre0nZpgXhWvh1CNdaHgLgPxCeOn2jpml/NXkt21ZKpekIBxtlpqCyXaVU0tvCeO2lANAHwEcWX8+2llwTyaz9MYA1AP4k8ZJ3AfwS4fUcegD4JwBfBzBRCDFJ07QOt/aVss7GyP/0NXGuB3A/gClCiKsjs3XjYbtKqTQL4frgv5Z8PttVMsXAeHYxm6aSaAqLndcS2SKEeADhxTLu1TRtrdlzNU17E4Bxhel3hBBvANiEcI3Sm13bUco6mqatB7De8NAKIcRvET7fHgVgFhgH2LZS6sxCeDAn4aJFbFfJI+y2l/Gew7aWXBHJvP0zwoM3t8kEXzRN+07UQ38WQuwB8N8It7WyC80RmdI07bGoh94SQqwH8H8A5gCI/n3MzSg+TmSLEGIkwmWAn9I07ZzMa9iuUiIspZI9mhF75FafKhVrtNeJ1xLZIoT4HoDvAPhPTdOetLINTdP2IDxSPM7BXSOKSdO0kwhnhV2eYIoe21ZKCSHE5QDGAnhF07TzVrbBdpWSSK/ZHK+91BDOHLP6era15DghRB8AbwHoD2CqpmmxZu7K0hfsZHtLbvstgFYkPtfYrlKqzIr8q1JGJRa2q9SJgfHssQnApZEFjIwui/y7GfFtMjxP9bVElkWC4t8H8H1N0x6yuzkAnCZFySIi/5plzLBtpVRx6qaC7SolQwOAs4jfXu5KkDW22fDcWK9nW0uOigTF3wZQgXBQPFYdZivY3lIyyHy3s12lpBNC+AHcCWCtpmkbHNos21ViYDyL/BZAMYBPRz0+E8AhAKsTvHaEEKJafyASYJ8BYLWmaYcc3lciCCG+i3BQ/EFN035gc1sVAK5FuD4ukasiN8Q3AdiQIFjDtpWSTgiRj/A59p6maZZvXNmuUrJEFo7/I4BPCSF66o8LIQYCmATgNwlefxDAewBmCCF8htePAzA80euJVBiC4pUA/jFScs2umZF/2d6S2z4DoBAJzjW2q5Qi/wqgDHLr4yTCdpU6scZ4ltA07S9CiLcAPC2E6AVgF8ILb00DMEPTtBAACCEWINxIVGmatjfy8ucBzAXwuhDimwCOAvgywl96NyT3nVA2EELMQ7hu7ZsA3oh0sjppmrYq8rxu56sQ4m0A7yC8Irq+SNzXEc7c/W6y3gNlByHEqwD2IbyoVhOAoQDmAbgAwOcMz2PbSl7xbwhPc46ZLc52lZJNCPFPCC+urQe9/0EI8ZnIf/9Z07Q2AN8D8D6APwkhfgygAOF+QhOAn0Ztrx3Ack3Tphge/gbCZS1eF0L8AkA/hBdE3AzgBVfeGGWcROcqwm3iXwGMBnAfgNyoPuwxTdMaDNvrcq4KIWoA/CfCA+eNCJ/n/wTgiwCWIjxARJSQxLlaDuBVAK8hHBfQEF588z4AWxDVR2C7Sm6R7APoZiE8g+xVk+2xXSVlQtO4LkK2EEIUA/gRgFsRvineBuBhTdNeMzznRYRviCsi9UP1xy9AeCG5mxAeRd4A4Luapr2dpN2nLCKEqEO4cxaTpmki8rwXEXW+CiEeA/CPAAYgvOr0UYS/9B7QNG2Hm/tN2ScS0L4N4enSxQjXVHwX4bb1fcPzXgTbVvIAIcTfAEwAcJGmaadj/P5FsF2lJIosgDUozq+N5+EYAI8AGA+gHeFz8N+NgcbI8zSEb4prox6finAw/UoAbQivBfEfmqYddeitUIZLdK5G/t1tsomFmqZ9zrC9LueqEGIIgMcBXIFwVqQGYCfCwcufWl0TgrKPxLnagnDW7WiEkzl8APYiHDx8SNO0lqjtsV0lVyj0AQYA2IPw+jgz4zyf7SpZwsA4EREREREREREREWUV1hgnIiIiIiIiIiIioqzCwDgRERERERERERERZRUGxomIiIiIiIiIiIgoqzAwTkRERERERERERERZhYFxIiIiIiIiIiIiIsoqDIwTERERERERERERUVZhYJyIiIiIiIiIiIiIsgoD40RERERERERERESUVRgYJyIiIiLKAEKI7wshNCFEWar3hYiIiIjI6xgYJyIiIiIiIiIiIqKswsA4EREREREREREREWUVBsaJiIiIiDKUEGKEEKJRCLFaCNFPCFEnhNgshBgvhKgXQpwVQuwRQnw+8vwbhRDrhBBtQohNQohpqX4PRERERERuYGCciIiIiCgDCSGuB1AP4AMAkzRNOxr51YUAXgDwHICbAWwC8LwQ4r8APAzgUQCfBnAGwO+EEBcne9+JiIiIiNyWm+odICIiIiIiZwkhZgBYAOAZAPdrmtZh+HUpgE9omrY28tw1AI4C+CaAIZqmHYo8fgjABoSD5P+TvL0nIiIiInIfA+NERERERJnlPwHcC+A/NE17LMbvP9KD4gCgadpxIcRRAHv0oHjE1si/g9zbVSIiIiKi1GApFSIiIiKizDIDwEEAr8X5/fEYjwWiH9c0LRD5zwLndo2IiIiIyBsYGCciIiIiyizTAAQBrBBCMNubiIiIiCgGBsaJiIiIiDLLXgA1AM4jHBwfmuL9ISIiIiLyHAbGiYiIiIgyjKZpHwG4HsAxAO8IIUaleJeIiIiIiDyFgXEiIiIiogykaVoTgMkAGgAsF0KMTfEuERERERF5htA0LdX7QERERERERERERESUNMwYJyIiIiIiIiIiIqKswsA4EREREREREREREWUVBsaJiIiIiIiIiIiIKKswME5EREREREREREREWYWBcSIiIiIiIiIiIiLKKgyMExEREREREREREVFWYWCciIiIiIiIiIiIiLIKA+NERERERERERERElFUYGCciIiIiIiIiIiKirMLAOBERERERERERERFlFQbGiYiIiIiIiIiIiCirMDBORERERERERERERFmFgXEiIiIiIiIiIiIiyioMjBMRERERERERERFRVvn/MZkHb6PCJtEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置画板\n",
    "plt.figure(figsize=(15,5),dpi=120)\n",
    "# 设置绘图数据\n",
    "    # 横坐标是使用年份\n",
    "    # 纵坐标是保值率 \n",
    "plt.scatter(data4Cal[\"km\"],data4Cal[\"hedge_rate\"])\n",
    "# 设置回归曲线\n",
    "# 设置图名\n",
    "plt.title(\"Used Cars\")\n",
    "# 设置x轴标签\n",
    "plt.xlabel(\"km\")\n",
    "# 设置y轴标签\n",
    "plt.ylabel(\"Hedge rate\")\n",
    "\n",
    "\n",
    "# 绘图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "41a13bb4-9fee-4e8e-982b-07bb0d10cca8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T03:59:51.241089Z",
     "iopub.status.busy": "2022-07-13T03:59:51.240746Z",
     "iopub.status.idle": "2022-07-13T03:59:51.403719Z",
     "shell.execute_reply": "2022-07-13T03:59:51.402651Z",
     "shell.execute_reply.started": "2022-07-13T03:59:51.241063Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 清理异常数据\n",
    "    # 去掉行驶里程超过4万公里，保值率大于0.8的二手车\n",
    "    # 注意：清理的标准不一定准确，可自行调整\n",
    "cleanedData2=data4Cal[-((data4Cal[\"km\"]>4) & (data4Cal[\"hedge_rate\"]>0.8))]\n",
    "# 设置画板\n",
    "plt.figure(figsize=(15,5),dpi=120)\n",
    "# 设置绘图数据\n",
    "    # 横坐标是使用年份\n",
    "    # 纵坐标是保值率 \n",
    "plt.scatter(cleanedData2[\"km\"],cleanedData2[\"hedge_rate\"])\n",
    "# 设置回归曲线\n",
    "# 设置图名\n",
    "plt.title(\"Used Cars\")\n",
    "# 设置x轴标签\n",
    "plt.xlabel(\"Km\")\n",
    "# 设置y轴标签\n",
    "plt.ylabel(\"Hedge rate\")\n",
    "\n",
    "\n",
    "# 绘图\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
